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Book of Abstracts of the 12 th Latin-American Congress: Electricity Generation and Transmission

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Page 1: Book of Abstracts of the 12th Latin ... - Panel de EstadoA Redução da Vida Útil de Máquinas Hidráulicas por Ação de Abrasão. Um Estudo de Caso Sobre a Amazônia Brasileira

Book of Abstracts of the

12th Latin-American Congress:

Electricity Generation and

Transmission

Page 2: Book of Abstracts of the 12th Latin ... - Panel de EstadoA Redução da Vida Útil de Máquinas Hidráulicas por Ação de Abrasão. Um Estudo de Caso Sobre a Amazônia Brasileira

Book of Abstracts

2

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Book of Abstracts

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Table of Contents

TOPIC 1 ................................................................................................................23

Energy Development Planning and Load Forecasting

01.001 24 Processing and Load Forecasting of a Micro Grid Using GRNN Neural Network M. P. R. Carvalho and A. D. P. Lotufo

01.003 24 Rede ARTMAP Euclidiana na Solução do Problema de Previsão de Cargas Elétricas T. T. Gomes, M. L. M. Lopes, C. R. J. Santos, M. F. Alves e A. D. P. Lotufo.

01.004 25 Integração Energética Análise a partir de Empresas Privadas de Fontes de Energia

Primária na América Latina A. C. Sotero, M. E. M. Udaeta, A. L. V. Gimenes e V. O. d. Silva

01.005 25 O Sistema de Contas Ambientais da Energia como Subsídio para o Planejamento de

Energético no Brasil D. M. Dias1 e C.B. Martinez2

TOPIC 2 ................................................................................................................27

Generation and Transmission Systems Planning and Operation

02.001 28 Novel Topology Analysis of Synchronous and Induction Generators in Parallel Operation

Mode in an Offshore Isolated Electric System V. Zimmermann Silva, Â. J. Junqueira Rezek and R. Di Lorenzo Corrêa

02.002 28 Proyecto Computacional para la Planeación de Sistemas de Transmisión en un Ambiente

Centralizado V. H. Reséndiz E., F. Toledo T., R. Mota P.

02.003 29 Proposal of a Methodology for Adjusting the Risk Parameters for Physical Guarantee

Calculation M. A. H. Mizuta, R. V. X. Souza and T. Sousa

02.005 29 Static Planning of the Expansion of Electrical Energy Transmission Systems Using Flower

Pollination Algorithm P. S. Neves, R. O. G. Souza, I. C. S. Junior and B. H. Dias

02.006 30 Optimization of Wind Farms Layout Through Artificial Immune System L. L. Gomes, L. W. Oliveira, I. C. Silva Jr and J. A. Passos Filho

02.007 30 Determinación de Máxima Potencia de Parques Fotovoltaicos Dispersos para evitar

Problemas de Estabilidad Transitoria M. C. Giménez, R. E. Rosés y M. E. Balmaceda

02.009 31 Algoritmo Dinâmico de PRIM aplicado ao Planejamento da Expansão de Redes de

Distribuição Aéreas de Média Tensão F. B. Bornioti1, L. P. S. Freitas1, C. Rocha1 e R. L. B. Freitas2

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02.010 31 Técnica de Otimização Robusta Aplicada ao Problema de Planejamento Energético com

Geração Solar S. C. A. de Ferreira, J. S. Carvalho, L. W. Oliveira, T. L. O. Araújo e E. J. Oliveira

02.012 32 Reconfiguração de Sistemas de Distribuição de Energia Elétrica com a Aplicação do

Algoritmo Dinâmico Guloso H. L. M. Nunes Jr., M. S. Ghellere, C. Rocha e R. L. B. Freitas

02.013 32 Determination of Control Actions with Grids Partitioning M. R. Monteiro1,2, V. N. Costa3, Y. R. Rodrigues1 and A. C. Zambroni de Souza1

02.014 33 Spinning Reserve Calculation Considering the Generator Capability Curve and Load Level

Scenarios M. S. Aleixo, E. J. de Oliveira, L. W. de Oliveira and M. B. A. Souza

02.015 33 Review of System Protection Schemes based on Synchronized Phasor Measurements P. D. Gill Estevez1, C. Galarza1 and M. Elizondo2

02.017 34 Algoritmo Heurístico Construtivo aplicado ao Planejamento de Redes Aéreas de Média

Tensão com a alocação de Geração Distribuída E. E. Benitez, P. R. Belin, L. A. Souza, C. Rocha e A. B. Almeida

02.018 34 Novos Materiais e Técnicas para Construção de Modelos Reduzidos A. P. M. Saliba1, E. M. F. Viana1, J. L. Z. Tarqui1, C. B. Martinez1, M. E. F. Costa2 e A. G. Ferreira

Júnior3

02.019 35 Estudo de Caso Real de Ajuste de Proteção de uma Linha de Transmissão Isolada

Utilizando RTDS A. R. Oliveira1, E. J. Oliveira2, L. W. Oliveira2, J. S. Carvalho2, W. J. Virgilio3, M. D. Carvalho3, L. G.

Meireles3, E. C. Brandão3, A. C. Tavares e P. A. N. Garcia

02.020 35 Performance of Metaheuristics Applied to Wind-Hydrothermal Dispatch Problem R. A. de Moraes, T. S. P. Fernandes, M.R. Bessa and K. Geus

02.022 36 Uma Abordagem Determinística para o Problema de Fluxo de Potência Ótimo Reativo com

Variáveis de Controle Discretas D. N. da Silva e G. R. M. da Costa

02.024 36 Avaliação da Capacidade de Máxima Transferência de Potência em Sistemas Elétricos

Interligados via Programação Linear Sequencial T. G. Moreira, K. R. Barbosa, J. A. Passos Filho e J. L. R. Pereira

02.025 37 Aplicação do STATCOM no Fluxo de Potência com Controladores Ajustados pelo PSO, para

Avaliação da Estabilidade a Pequenas Perturbações C. E. Pupin1 e P. B. de Araujo2

02.026 37 Coordenação Hidrotérmica para Mercados Pool de Eletricidade Via Programação Linear

Estocástica em Dois Estágios G. F. Bregadioli, E. C. Baptista e L. Nepomuceno

02.027 38 Algoritmo Metaheurístico Construtivo Aplicado à Manutenção Programada da Geração M. J. Oliveira1, F. A. Assis2, L. A. F. Manso3 e A. M. Leite da Silva4

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02.028 38 Juego de Opciones Aplicado a Inversiones en Capacidad de Generación Eléctrica S. B. López1, G. F. Baum1, F. G. Olsina2, F. F. Garcés2 y G. A. Blanco3

02.030 39 Despacho Econômico de Unidades Térmicas Considerando a Presença de Usinas

Fotovoltaicas Conectadas ao Sistema de Potência A. C. G. Carvalho, C. E. A. Santos, Y. B. Moreira e B. F. S. Junior

02.031 39 Método para Estimar a Confiabilidade de Sistemas de Subtransmissão E. G. Silveira1, F. S. da Silva1 e L. C. Nascimento2

02.032 40 Static Planning of Power Transmission System Expansion through Bioinspired

Optimization Technique C. A. Moraes, E. J. De Oliveira, L. W. Oliveira and I. C. Silva Junior

02.033 40 Aprendizaje Experiencial Aplicado a Inversiones de Generación de Energía Eléctrica G. F. Baum1,2, S. B. López1,2, F. G. Olsina1, F. F. Garcés1 y G. A. Blanco2

02.034 41 Definição dos Níveis de Reserva Girante em Sistemas de Geração com Elevada Participação

de Fontes Renováveis Intermitentes M. A. S. Pereira1, L. A. F. Manso2 e W. S. Sales2

02.038 41 Uma Abordagem Determinística Para o Problema Multiobjetivo e Não-Diferenciável de

Despacho E. Gonçalves1, A. R. Balbo1 e D. N. da Silva2

02.039 42 A Three Stage Hybrid Technique for Dynamic Transmission Network Expansion Planning L. E. de Oliveira1, F. D. Freitas1, I. C. Silva Junior2 and F. P. Oliveira Rosa2

02.041 42 Aplicação da Análise de Sensibilidade e Medidas Corretivas para Redução de Perdas em

Sistemas Elétricos de Potência J. C. B. Soares Terceiro1, N. X. Melo2, S. L. S. Lima Barcelos3, W. M. dos Santos4 e B. F. Santos

Junior2

02.043 43 Equivalentes de Redes para Análises da Estabilidade de Tensão – Abordagem Comparativa F. D. Silva, M. H. M. Vale, C. E. de Sousa e L. C. Nunes

02.046 43 Model for the Self-Scheduling of a Hydrothermal Company in a Pool-Based Electricity

Market T. Gomes Cabana and L. Nepomuceno

02.047 44 Improving Special Protection Schemes with Operations Research Analysis A. Hoese

02.048 44 Optimal Involvement in the Futures Market for a Hydro Power Producer T. Forti da Silva and L. Nepomuceno

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TOPIC 3 ................................................................................................................45

Thermoelectric Power Plants

03.001 46 Evaluación Estocástica de Plantas de Generación de Energía Eléctrica en Ciclo Abierto y

Ciclo Cerrado B. Mombello1, F. Olsina2 y R Pringles2

03.002 46 Análise em Tempo-Real da Qualidade do Óleo Combustível em Unidades Termelétricas de

Combustão Interna C. E. Teixeira1, E. L. Bonaldi2, L. E. Lacerda de Oliveira2, I. Noronha2, G. Lambert-Torres2, L. E.

Borges da Silva1, J. G. Borges da Silva2 e R. T. Ferraz3

TOPIC 4 ................................................................................................................47

Thermonuclear Power Plants

04.001 48 Análise da Hidroeletricidade e Termoeletricidade Nuclear no Contexto do Planejamento

Energético Brasileiro: Uma Abordagem Sob o Aspecto Estratégico e Econômico R. F. Otobe Jr.1, J. Gramulia Jr.2, R. T. S. Pinto1, P. T. L. Asano1, J. M. L. Moreira1 e P. Carajilescov1

TOPIC 5 ................................................................................................................49

Hydroelectric Power Plants

05.001 50 Técnica de Produção e uso de Sedimentos Artificiais para Ensaios de Modelos Reduzidos de

Usinas Hidrelétricas B. S. C. Capello1, J. L. Z. Tarqui2, A. P. M. Saliba2, C. B. Martinez2 e E. M. F. Viana2

05.002 50 Perda de Carga em Labirintos Sob Pressão A. L. P. Castro1,2, E. A. M. Rico2, C. B. Martinez2, S. A. Coelho2 e A. G. Ferreira Junior2

05.003 51 Descargas Parciais em Hidrogeradores - Uma Avaliação de Técnicas de Mineração de Dados

no Monitoramento e Acompanhamento do Fenômeno A. C. N. Pardauil1, U. H. Bezerra1, W. D. Oliveira1, H. P. Amorim2 e A. T. Carvalho2

05.004 51 Guidelines for the Hydraulic Potential Studies of Mining Plants for Electricity Generation I. E. V. Passos and E. M. Leal

05.005 52 Study of Hydrocytetic Turbine Application as a Solution for the Generation of Electrical

Energy in Isolated Communities I. E. V. Passos, E. M. Leal and V. R. Cavalcanti

05.006 52 Study of the Effect of the Complementary Use of Wind Energy on the Load Recovery

Capacity of Henry Borden Hydropower Plant in Brazil P. M. de Arruda, J. C. Teixeira and P. T. L. Asano

05.007 53 Influência do Incremento de Tempo no Estudo da Velocidade Crítica da Espécie Pimelodus

Maculatus M. C. Sampaio1, E. M. de F. Viana1, R. S. Alonso1, E. A. M. Rico1 e D. M. de A. Diniz2

05.008 53 Tecnologias de Protec ão da Ictiofauna em Empreendimentos Hidrelétricos A. A. Cesário Porto1, E. M. de Faria Viana2 e C. Barreira Martinez2

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05.009 54 Uma Metodologia Laboratorial para Avaliação de Funções de Proteção e Controle

Associadas à Excitação de Geradores Síncronos D. P. F. Fraga, I. B. M. Rocha e A. L. M. Coelho

05.010 54 Simulação em Tempo Real para Avaliação da Proteção de Perda de Excitação e de

Sincronismo de Geradores Síncronos B. F. Pinheiro, L. D. Silva, P. M. Silveira e A. L. Magalhães Coelho

05.011 55 Simulação em Tempo Real para Teste e Análise da Proteção contra Faltas a Terra em 100%

do Estator de Geradores Síncronos P. I. D. Correa, P. M. Silveira e A. L. M. Coelho

05.012 55 Influência da Taxa de Infestação de “Limnoperna Fortunei” na Redução da Potência de

Turbinas Hidráulicas E. A. M. Rico1, C. B. Martinez1, A. L. P. Castro2, T. R. D. C. Souza1 e M. E. C. Ribeiro1

TOPIC 6 ................................................................................................................57

Small Power Plants

06.001 58 Effect of Working Fluids on Organic Rankine Cycle for The Recovery of Low-Grade Waste

Heat E. S. R. Escalante, J. A. de Carvalho Junior and J. A. P. Balestieri

06.003 58 Análise da Eficiência de Grupos Diesel Geradores em uma Plataforma de Perfuração

Equipada com Sistema de Posicionamento Dinâmico B. de Almeida, C. O. P. Piernagorda, R. M. Monaro e M. B. C. Salles

06.004 59 A Redução da Vida Útil de Máquinas Hidráulicas por Ação de Abrasão. Um Estudo de Caso

Sobre a Amazônia Brasileira R. O. P. Serrano1, 3, L. P. Santos1, A. E. C. Palomino1, A. L. Pilz de Castro1,2, E. M. F. Viana1 e C. B.

Martinez1

06.005 59 Estudo do Triângulo de Velocidades e Forças Atuantes em um Rotor Francis: um Foco na

Influência do Desgaste por Erosão L. P. Santos1, R. O. P. Serrano1, 2, A. G. Ferreira Júnior1, J. L. Z. Tarqui1 e E. M. F. Viana1,

06.007 60 Simulação de uma Rejeição de Carga e os Efeitos Causados pela Incrustação do Mexilhão

Dourado nos Condutos Forçados das Centrais Geradoras Hidrelétricas no Brasil: Um

Estudo de Caso A. G. Ferreira Jr, C. B. Martinez, A. P. M. Saliba, R. O. P. Serrano, L. P. Santos e T. R. da Costa

TOPIC 7 ................................................................................................................61

Renewable and Non-Conventional Sources of Electric Power (Fuel

Cell, Solar, Wind, Biomass, etc.)

07.001 62 Nova Metodologia para a Estimativa da Capacidade de Acomodação de Geradores FVs em

Sistemas de Distribuição de Energia Elétrica L. C. Brolin e F. C. L. Trindade

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07.002 62 Optimal Investment Allocation for Supplying Isolated Systems by Renewable Energy

Plants M. H. Balan, D. S. Ramos, E. Guarnier and L. A. S. Camargo

07.003 63 Análise de Desempenho da Potência Hidráulica de uma Turbina Hidrocinética em

Ambientes com Alto Conteúdo de Sedimentos E. C. Machado, O. R. Saavedra e V. L. Paucar

07.005 63 Otimização da Operação de Baterias em Sistemas de Distribuição de Energia Elétrica A. L. M. dos Santos, L. W. Oliveira, B. H. Dias e J. G. de Oliveira

07.006 64 Controle Dinâmico de Descarga de Baterias Através de Sistema Imunológico Artificial P. H. D. Vidal1, A. L. M. dos Santos1, L. W. Oliveira1, J. G. de Oliveira1 e Â. R. Oliveira2

07.007 65 A Questão da Garantia Física: Proposta para Estimular a Geração Adicional por Biomassa

no Período Seco Z. J. Souza

07.008 65 Avaliação da Complementaridade das Usinas Hidráulicas e Eólicas frente às Mudanças

Climáticas N. Scherner, J. W. Marangon Lima, L. M. Marangon Lima e A.R. de Queiroz

07.009 66 Melhoria do IDH por Meio de Eletrificação Sustentável A. S. Jucá1, E. Oveira2, H. A. C. Mundin2, J. C. L. Fernandes2 e R. B. Sanchez2

07.010 67 Análise Transitória de Faltas em Geradores de Indução Duplamente Alimentados no

Contexto da Energia Eólica B. H. Pontes da Silva1, M. L. Anders2, R. M. Monaro2 e S. G. Di Santo2

07.011 67 Estudo das Proteções de Geradores Eólicos Duplamente Alimentados em Ambiente de Co-

simulação Embarcada F. A. L. Franco, F. C. N. Caetano, L. A. Sousa, R. M. Monaro e S. G. Di Santo

07.012 68 Análise Transitória de Faltas em Geradores Síncronos no Contexto da Energia Eólica M. L. Anders, B. H. Pontes da Silva, R. M. Monaro e S. Giuseppe Di Santo

07.013 68 Factor de Capacidad de Turbinas Eólicas en Argentina A. Jurado, E. Vinson, B. Cerne, P. Gill y F. Nicchi

07.014 69 Assessment of Environmental Influences in Solar Farms Efficiency: Case Study of a Real

PV Plant R. J. dos Santos1, V. Carnelossi da Cunha1 and A. R. Donadon2

07.016 69 Desenvolvimento de Elementos de Aerogeradores no DigSILENT PowerFactoryTM para

Simulação Dinâmica de Sistemas Elétricos de Potência J. R. Silva Neto, C. B. Mendonça Oliveira e O. R. Saavedra

07.017 70 Option Valuation of Solar Power Investments in an Office Building F. Penizzotto, R. Pringles, J. P. Martinez and F. Olsina

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07.018 71 Evaluación de la Energía Undimotriz en el sudeste de la Provincia de Buenos Aires,

Argentina P. O. Prado1, J. J. Roberts2 y O. R. Noguera1

07.019 71 Economic Feasibility Study of Solar Photovoltaic Systems at Brazilian Universities A. G. Givisiez1, B. H. Dias1, L. W. de Oliveira1, W. O. Guedes1 and M. Z. Fortes2

07.020 72 Investment Analysis of Grid-Tied Photovoltaic Systems: A Real Options Approach W. O. Guedes1, A. G. Givisiez1, B. H. Dias1, L. O. Willer1 and B. S. M. C. Borba2

07.021 72 Optimal Investment on Solar Photovoltaic System Considering Different Tariff Systems for

Low Voltage Consumers V. A. Cabral1, J. P. Lauro1, B. H. Dias1, I. C. da Silva Jr1 and V. H. Ferreira2

07.022 73 Evaluación de un Sistema de Calefacción Solar- Eléctrico Aplicado a un Digestor

Anaeróbico Enterrado M. A. Morales1, M. I. Sosa2 y A. C. Boucíguez1

07.023 73 Estudo de Caso: Proposta de Substituição de um Gerador de Diesel por um Sistema Híbrido

(PV / Diesel) para Geração de Energia Elétrica na Comunidade Rural Nazaré no Município

de Abaetetuba Pará M. J. S. Rodrigues e S. Vale

07.024 74 Análise da Implementação de um Sistema de Geração Distribuída utilizando Geração Solar

Fotovoltaica para áreas degradadas e Utilização de energia residual de Abastecimento de

Água Utilizando Bomba Funcionando como Turbina L. M. Custódio, R. E. Lopes V. Valamiel e R.B. Cardoso

07.025 74 Modelagem Via Redes Neurais da Capacidade de Sistemas de Armazenamento com

Baterias em Smart Grids Isoladas com Fontes Renováveis M. S. Pereira, P. B. Leite Neto, O. R. Saavedra e S. L. Lima

07.026 75 Dimensionamento Ótimo de Uma Micro-Usina Baseada em Correntes de Maré para

Sistemas Isolados B. Gomes de Sá1, O. R. Saavedra1, D. Queiroz Oliveira1 e P. B. Leite Neto2

07.029 75 Electricity Generation with Pyrolysis of Health Care Wastes in Lages-SC W. G. Buratto1, R. N. Muniz2, J. Amarante3, F. L. Ribeiro3, E. Esmério3, V. J. Costa3 and A. E.

Siegloch3

07.030 76 Modelagem e Simulação de uma Microrrede Piloto Isolada com Provimento de Referência

Através de um Gerador Síncrono Virtual R. C. Basoni1, D. Carletti2, M. T. A. Orlando2, L. F. Encarnação2 e J. F. Fardin2

07.031 76 Assessment of Flexible Investments in Solar-Photovoltaic Generation R. Pringles, F. Penizzotto and F. Olsina

07.032 77 Grid Transient Stability Using Inverters Controlling the Reactive Power of Photovoltaic

Generators W. T. S Pinheiro, C. F. Vieira, V. C. Souza, Z. A. F. Souza and M. V. A. Nunes

07.034 77 Complementariedade de Parques Eólicos na Mitigação de Riscos

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A. M. Rocco1, F. K. Miguel2 , E. M. Lourenço1

07.035 78 The Use of Biogas from Landfills of São Paulo City for Bioelectricity Generation M. Carvalho Guimarães1,2, R. Franciélle Paulino1,2, J. L. Silveira1,2 and C. E. Tuna1,2

07.036 78 Análise dos Efeitos da Geração Fotovoltaica na Proteção de Sistemas de Distribuição G. L. Macieira e A. L. M. Coelho

07.037 79 Efecto de las Condiciones Meteorológicas de Mar del Plata en la Producción Fotovoltaica G. J. Murcia1, S. A. González1,2,3, N. I. Echeverría1,2,3, E. Garin1, J. C. Branda1 y S. B. Jacob1

TOPIC 8 ................................................................................................................81

Bioenergy for Electricity Generation

08.003 82 Minimum Fluidization Velocity of Mixture of Sand and Sugarcane Bagasse Particles N. Proenza Pérez1, J. Santana Antunes2, R. A. Verdú Ramos3 and J. L. Silveira2

TOPIC 9 ................................................................................................................83

High-Voltage Transmission Systems

09.002 84 Medición de Parámetros Eléctricos de Líneas de Alta Tensión en Presencia de Interferencia

Provocada por un Entorno Electromagnético Real G. D. Baron, H. C. Zini, J. M. Serrano Mora y L. L. Rodríguez

09.003 84 A Novel HOS/ANN Approach for Transmission Line Protection Using Current Signals Only D. V. Coury1 and J. R. de Carvalho2

09.004 85 Analysis of the Influence of Soil Resistivity and Tower-Footing Characteristics on

Overvoltages Caused by Lightning in Power Transmission Towers A. R. J. Araújo1, C. M. Seixas2, S. Kurokawa1, V. Okhmatovski3 and B. Kordi3

09.005 86 Redes Neurais Artificiais para Classificação, Localização e Determinação de Resistência de

Faltas em Linhas de Transmissão Compensadas E. G. Silveira1, H. R. Paula1, L. F. Ribeiro1 e S. A. Rocha2

09.006 86 Power Swing Detection to the Distance Relay Blocking based on Mean Error of Periodic

Functions C. Lazaro, C. V. Dias, L. Zapata and G. Cardoso Jr.

09.007 87 Studies of Electrical Interference of High-Voltage Power-Lines Over Pipelines A. Chavarro

09.008 87 Método Intervalar de Fluxo de Potência baseado na Expansão Completa em Série de Taylor L. M. Quintanilha e V. M. da Costa

09.010 88 Análise do Comportamento Termo-magnetico do Enrolamento de Transformadores Durante

Correntes de Inrush A. R. M. Sousa1, D. S. Lima2, F. W. S. Conceição3, M. V. A. Nunes1 e W. S. Fonseca1

09.011 88 A Comparative Analysis of Differential Protection Methods for UHV Transmission Lines

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L. Zapata, A. C. Marchesan, G. Cardoso, A. P. de Morais and C. Lazaro

09.012 89 Efeito Combinado do Campo Elétrico sob Tensão Elétrica de até 640 kV e da Ionização do

Ar pelo Raios-X em Torno do Isolador de Polimérico de 500 kV - Ensaio Experimental H. Fujiwara1, G. J.V. Xavier1, E. J. da Silva Júnior1, A. H. Shinohara1, E. G. Costa2, H. B. D. T. Lott

Neto3, P. R. R. Britto3 and M. A. B. Fontan3

09.013 89 Sistema Radiográfico Digital para Detecção de Defeitos Internos nos Isoladores Poliméricos

em Linhas de Transmissão de 500 kV Energizada A. H. Shinohara1, E. J. Silva Jr1, G. J. V. Xavier, H. Fujiwara1, H. B. D. T. Lott Neto2, P. R. R. Britto2

e M. A. B. Fontan2

TOPIC 10 ..............................................................................................................91

Direct Current Transmission Systems

10.001 92 Analysis of the implementation of new HVDC links in the Argentine Interconnection

System (SADI) L. Casterás and F. Muiño

10.002 93 Comparação de Métodos para Seleção de Parâmetros de Conversores Modulares Multiníveis N. Y. Suzuki1, V. A. Lacerda1, G. Costa de Oliveira2, R. M. Monaro1 e D. V. Coury1

10.003 93 Simulação de um Disjuntor de Corrente Contínua para Aplicações em Alta Tensão G. C. Prezotto1, N. Y. Suzuki1, G. Costa de Oliveira2,1, R. M. Monaro1 e S. G. Di Santo1

TOPIC 12 ..............................................................................................................95

Electrical Distribution Systems

12.001 96 Nuevos desafíos en la Aplicación de Fusibles en Fuentes Fotovoltaicas J. C. Gómez, G. Zamanillo, E. Florena, D. Tourn, F. Romero y G. Campetelli

12.002 96 Limitadores de Corriente de Falla: Revisión de Sus Desarrollos y Características Técnicas

Actuales J. C. Gómez, J. Vaschetti, M. Piumetto, J. Arcurio, C. Coyos y C. Ibarlucea

12.004 97 Analysis of the Magnetic Coupling Influence between Different Feeders on Unbalanced

Distribution Networks N. A. Amaral Filho, M. S. N. Silva, L. R. Araujo and D. R. R. P. Araujo

12.005 97 Alocação Ótima de Dispositivos de Manobra em Redes de Distribuição para Melhoria de

Confiabilidade A. Candiá Júnior1, L. W. Oliveira1, B. H. Dias1, L. A. F. Manso2 , E. J. Oliveira1

12.006 98 Aplicação da Técnica de Busca Harmônica para o Planejamento de Geração Distribuída F. A. Alves1, T. G. de Almeida1, L. W. de Oliveira1, B. H. Dias1 e B. S. M. C. Borba2

12.007 98 Análise Estático-Dinâmica dos Processos de Ilhamento, Operação Isolada e Reconexão de

Microredes com Diferentes Níveis de Controle Y. R. Rodrigues, A. C. Zambroni de Souza e P. F. Ribeiro

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12.008 99 Otimização de um Sistema de Energia Híbrido Fotovoltaico/Diesel de uma microrede com

Foco em Confiabilidade K. P. Rocha, L. W. Oliveira e J. G. Oliveira

12.009 99 Herramienta Informática para la Localización de Fallas en Sistemas de Distribución Rural G. di Mauro, C. Babic, C. Agüero y J. Vignerte

12.010 100 Avaliação Quantitativa do Efeito dos Desequilíbrios na Rede e na Carga na Operação de

Sistemas Elétricos de Distribuição de Energia Elétrica J. Beust da Silva e S. Haffner

12.013 100 Development and Integration of a Centralized Service Restoration Model into an

Interactive Simulation Tool for Power Distribution Networks B. L. Soto, H. O. Vargas, J. B. Mendoza and R. C. Martínez.

12.015 101 Reconfiguração de Sistemas de Distribuição Visando Balanceamento entre Alimentadores

Através de Técnica de Decomposição S. C. A. de Ferreira, T. L. O. Araújo, L. W. Oliveira, J. S. Carvalho , E. J. Oliveira

12.016 101 Restabelecimento Multiobjetivo de Sistemas de Distribuição via Enxame de Partículas e

Lógica Fuzzy L. Apa. P. D. Lacerda, L. W. Oliveira, Â. R. Oliveira, T. Trezza Borges , E. J. Oliveira

12.017 102 Adjustment and Operation of Banks Capacitors Using Three-phase Representation A. R. Baran Junior, R. A. Borba and T. S. Piazza Fernandes

12.018 102 Eventos que Impactam nas Perdas não Técnicas de um Sistema de Distribuição de Energia

Elétrica P. A. Brasil Vieira dos Santos, R. E. Lopes e C. B. Martinez

12.019 103 Estudo do Uso de Sistemas de Armazenamento Para Minimizar Problemas Relacionados à

Tensão Devido à Integração Fotovoltaica em Sistemas de Distribuição D. L. Silva, P. J. Colorado e A. P. Grilo

12.022 103 Location of Faults in the Power System of the Federal University of Grande Dourados by

Artificial Intelligence C. R. Manica, E. Biasotto and T. F. da Silva

12.023 104 Analysis on the Use of Demand Side Management Techniques to Delay Investments in

Electrical Distribution Systems Infrastructure N. N. R. Silva and E. M. C. Franco

12.025 104 Smart Grids: Self-healing and Switch Allocation in a Real System J. C. López1, M. J. Rider1, P. L. Cavalcante3, A. V. Garcia2, L. L. Martins3, L. F. Miranda4 and

L. F. Silveira4

12.026 105 Fluxo de Carga em Redes Modernas de Distribuição de Eletricidade C. C. Martins, O. R. Saavedra e V. L. Paucar

12.027 105 Voltage Unbalance Reduction in Large Distribution Consumers by Coordinated Charging of

Electrical Vehicles G. I. M. Silva, P. A. Guaracy, G. S. Gomes, B. H. Dias, L. W. Oliveira and T. T. Borges

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12.028 106 Planejamento Multiestágio da Expansão de Sistemas de Distribuição Considerando

Critérios de Confiabilidade, Geração Distribuída e Alocação de Capacitores R. Silva Pinto, C. Unsihuay-Vila e T. S. Piazza Fernandes

12.031 106 Probabilistic Model for Determining Non-Technical Losses in a Power Distribution System A. Chavarro

12.035 107 Representation of Time-Current Characteristic of Expulsion Fuse Links for Computer-

aided Simulations G. B. Costa1, A. C. Marchesan2, A. Z. Bertoletti1, A. P. Morais3, G. Cardoso1 Jr e L. Zapata1

12.038 107 Avaliação do Impacto da Inserção de Geração Distribuída nos Índices de Confiabilidade de

Sistemas de Distribuição I. O. Guimarães, L. C. Nascimento e L. A. F. Manso

12.039 108 Otimização de Sistema Elétrico de Distribuição de Médio Porte por meio de Reconfiguração

em Espaço de Busca Reduzido com Algoritmo Bioinspirado L. I. da Silva , E. A. Belati

12.040 108 Impactos Econômicos de Veículos Elétricos na Rede de Distribuição de Energia Elétrica

Brasileira F. T. Mariotto1, L. C. P. Silva2, Y. G. Pinto2 e F. C. L. Trindade2

12.041 109 Load Balance on Electrotechnology Projects via Harmony Search Algorithm Optimization L. E. Oliveira1, F. D. Freitas1, I. C. S. Junior2, L. W. Oliveira2, F. P. O. Rosa2 and J. B. de Oliveira

TOPIC 13 ..............................................................................................................111

Substations and Equipments

13.001 112 Assessment of the Performance of Sugarcane Based Insulating Oil in Accelerated Aging

Experiments A. F. Bassetto1, M. Marques Júnior2, L. Partamian Carriel1, C. A. Galdeano2, J. H. Aguiar1 and E. H.

dos Santos Silva3

13.002 112 Interface Gráfica para a Análise de Saturação de Transformadores de Corrente S. A. Souza1, M. Silva1, P. B. Prado1 e S. Trento2

13.004 113 Grau de Confiabilidade Operacional de Transformadores de Instrumentos para Sistemas

Elétricos de Potência M. E. Tostes1, E. D. Sousa2 e F. J. Zortea1

13.005 113 Isolamento Elétrico de Subestações: Evolução da Tecnologia e Tendências A. R. de Oliveira1, G. C. Fernandes1, R. L. dos Anjos1, T. K. B. Silva1 , E. J. Oliveira2

13.006 114 Projeto de Melhoria em Reguladores de Tensão com Tap Eletromecânico: Aplicação de

Resistores para Proteção dos Contatos Principais M. A. Tavares Lira1, L. Mendes Rodrigues2, F. W. Rodrigues Neto3 e E. Mariano2

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TOPIC 14 ..............................................................................................................115

Maintenance Electrical Power Systems

14.002 116 Optimization of the Maintenance Programs of Distribution Systems with Focus on the

Reliability through an Artificial Immune System H. F. Moraes1, C. Trentini1, L. W. Oliveira1, B. H. Dias1 and V. H. Ferreira2

14.003 116 Sistema Híbrido para Predição de Falhas no Sistema de Arrefecimento de Usina

Termelétrica J. Guedes Borges da Silva1, C. Paes Salomon2, E. L. Bonaldi1, L. E. Lacerda de Oliveira1, G. Lambert-

Torres1, L. E. Borges da Silva2, W. C. Santana2 e A. de Paula Mar3

14.004 117 Gerenciamento da Monitoração de Descargas Parciais nos Hidrogeradores da Eletrobras

Eletronorte F. S. Brasil1 e P. R. M. Vilhena2

14.005 117 Técnicas de Análise Termográfica para Avaliação de Eficiência de Carregamento Térmico

de Transformadores em Sistemas de Distribuição de Energia Elétrica J. M. F. Júnior, J. Q. de Freitas, F. M. A. Linard, N. X. Melo, B. F. S. Júnior, M. A. T. Lira e

F. R. Barbosa

TOPIC 15 ..............................................................................................................119

Control and Safety Measures Systems

15.001 120 Predicción por Series Temporales Aplicada a la Estimación de Cargabilidad de

Transformadores de Distribución para la Toma de Decisiones M. Piumetto1, J. Pucheta2, J. Vaschetti1, J. C. Gómez Targarona1, C. Coyos1 y J. Arcurio1

15.002 120 Sistema Alternativo de Medição de Posição de Máquinas de Pátio Aplicadas a Mineração M. Souza e A. F. Bianco

15.004 121 A Small Linearized Signal Model Developed to Evaluate the Stability of Power Control

Circuit When the Photovoltaic Generator Provides Frequency Response V. R. Ramos and M. V. A. Nunes

15.005 121 Comparação de Métodos Baseado em Algoritmos Genéticos para Ajuste Coordenado de

Estabilizadores de Sistemas de Potência C. F. Vieira1, C. M. Affonso2 e J. P. A. Vieira2

TOPIC 16 ..............................................................................................................123

Technical and Economical Issues Related to Cogeneration Systems

16.001 124 Oportunidades para Expansão da Cogeração de Eletricidade para o Sistema Interligado

Nacional em Plantas Sucroalcooleiras É. R. Savazzi e P. Magalhães Sobrinho

16.002 125 Cogeneration within the New Regulations on Distributed Generation M. I. Sosa

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16.003 125 A Methodology for Loss Allocation in Electricity Distribution Systems with Distributed

Generation E. M. S. Castro1, B. F. Santos2 and G. H. C. Oliveira1

TOPIC 17 ..............................................................................................................127

Tariff Systems

17.001 128 How Can Energy Prices and Subsidies Leverage the Integration of Electric Vehicles in

Brazil? An Economic Analysis R. E. da Silva, P. Magalhães Sobrinho e T. M. de Souza

17.003 128 Impact of the Application of the Horo-Seasonal Rate Applied to Group B in the State of

Piaui Using the Charging Curve Analysis A. P. B. S. Junior1, A. M. R. Barroso2, G. D. Ferreira1 e F.R. Barbosa2

17.004 129 Viability Analysis of the Implementation of White Tariff for Concessionaire and Low

Voltage Consumers in Brazilian Northeastern A. G. C. Menezes1, A. M. R. Barroso2, A. P. B. S. Junior3, J. M. Soares2, R. S. Carvalho1 and

F. R. Barbosa2

TOPIC 18 ..............................................................................................................131

Legislation for the Electric Energy Trade

18.001 132 Desafios da Regulação e Fiscalização dos Serviços de Distribuição no Setor Elétrico

Brasileiro T. Pedroso e T. Sousa

18.002 132 Analysis and Review of the Evaluation Methodology for Research and Development

Projects in the Brazilian Electricity Sector A. A. F. Leite1, L. B. F. Leite1, D. A. J. Lopes1, H. H. Silva1, V. P. Santos1 and L. P. A. Pinheiro2

TOPIC 19 ..............................................................................................................133

Computer Models and Programs for Analysis of Electrical Systems

19.001 134 Thermal Study for Temperature Estimate of Dry-Type Power Transformers Using the

Finite Element Method L. R. Torin, T. Sousa and V. M. Lira

19.002 134 A Fireworks Metaheuristic for the Design of PSS and TCSC-POD Controllers for Small-

Signal Stability Studies E. de Vargas Fortes1, L. H. Macedo2, L. F. Barone Martins3 and E. L. Miotto4

19.003 135 Voltage Stability Analysis of Power Systems using the Continuation Method A. D. Vasquez and T. Sousa

19.004 135 Design of the PSSs, PI – UPFC and PI – UPFC – POD controllers using the Firefly

Algorithm L. F. B. Martins1,2, P. B. Araujo2, E. V. Fortes3, E. L. Miotto4,2 and B. R. Gamino2

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19.005 136 Avaliação e Dimensionamento de Sistemas de Aterramento para Redução de Desligamentos

de Linhas de Transmissão por Backflashover: Estudos de Caso para uma LT de 138 kV F. M. de Vasconcellos and F. A. Moreira

19.006 136 Electromagnetic Transients Effect on Blocks of π Circuits with Damping Resistance L. H. Jús, M. O. Santos, T. G. Pereira, A. C. Moreira and A. J. Prado

19.007 137 Multiobjective optimal placement of switches and protective devices in electric power

distribution systems with distributed energy resources I. Chiarella, J. Mendoza

19.008 137 Laboratory Tests with Model based on π Circuits considering the Introduction of Branches

composing by RL Parallel Elements T. G. Pereira, A. C. Moreira, M. O. Santos, L. H. Jús, A. A. Ferreira and A. J. Prado

19.009 138 Introduction of Damping Resistances in Simulations of Electromagnetic Transients Using

Alternate Structures M. O. Santos, L. H. Jús, T. G. Pereira, A. C. Moreira and A. J. Prado

19.010 138 Physical Model of Transmission Lines With Additional Branches to Introduce the Influence

of the Frequency A. C. Moreira, T. G. Pereira, L. H. Jús, M. O. Santos, A. A. Ferreira and A. J. Prado

19.011 139 Optimal Power Flow Analysis with Interval Mathematics – the Krawczyk Method A. C. Monego and T. S. P. Fernandes

19.012 139 Coordinated Tuning of the Parameters of PSS and POD Controllers Using the BAT

Algorithm E. L. Miotto1, P. B. de Araujo2, E. de V. Fortes3, Luiz F. B. Martins4 and B. R. Gamino2

19.016 139 Feeders Clustering Through Load and Circuit Characterization A. U. Antunes1, A. Meffe1, D. Takahata1, J. Castilho Neto1, L. S. Sousa1, T. M. Miranda1, A.

A. Cordeiro2, G. P. Guedes2 and M. R. C. Paes Júnior2

19.017 140 Estudio del Comportamiento de Máquinas Asincrónicas ante Cuplas Oscilantes y de

Impacto E. Vinson, A. Jurado y J. Sotelo

19.018 140 A Work Proposition Method to Improve Reliability Indices A. U. Antunes1, A. Meffe1, D. Takahata1, J. Castilho Neto1, L. S. Sousa1, T. M. Miranda1,

A.A. Cordeiro2, G. P. Guedes2, M. R. C. Paes Júnior2

19.021 141 A Model for the Optimal Allocation of Voltage Regulators and Capacitors based on MILP

Applied to Distribution Systems in Steady State M. S. Medrano1, S. M. C. Tome1, L. L. Martins1, P. L. Cavalcante1, H. Iwamoto1, M. R. R. Malveira1

and T. M. de Moraes2

19.023 142 A Non-iterative Method for Distribution Systems Power Flow Analysis B. A. S. Ambrósio and O. L. Tortelli

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19.024 142 A Comparison Between the Efficiency of the Outer Approximation Method and the Branch-

and-Bound Method to Solve the Optimal Power Flow Problem with Discrete Control

Variables L. R. Matos, D. P. Silva and E. M. Soler

19.025 142 Controle de Tensão de Mini Aerogerador e Interface com Plataformas Computacionais

Utilizando Arduino F. O. Matos, J. N. Jesus, M. L. Andrade, T. O. Nascimento e G. N. A. Maranhão

19.026 143 Análise de Contingências em Sistema Elétrico de Potência e Aplicação de RNA

Supervisionada na Mitigação de Perdas Elétricas R. R. M. Carvalho, M. de M. Costa e B. F. dos Santos Júnior

19.027 143 Análise de Metodologia para Detecção de Perda Total de Excitação em Geradores Síncronos

sob Condições de Perda Parcial de Campo A. Itczak, A. R. Fagundes, E. M. Dos Santos, J. J. A. Saldanha, M. C. Stalter e F. G. K. Guarda

19.028 144 Estimadores de Frequência: uma Abordagem Aplicada a Sistemas Elétricos de Potência M. C. Stalter, E. M. Dos Santos, J. J. A. Saldanha, A. R. Fagundes e A. Itczak

19.030 144 Methodology and Computational Tool for Evaluation of R&D Projects V. P. S. Santos1, A. A. F. Leite1, H. H. Silva1, D. A. J. Lopes1, L. B. F. Leite1 e L. P. A. Pinheiro2

19.031 145 Análise do Desempenho da Proteção Diferencial Sob Condição de Saturação dos

Transformadores de Corrente A.R. Fagundes, A. Itczak, E. M. dos Santos, J. J. A. Saldanha, M. C. Stalter e F. G. K. Guarda

19.032 146 Automatic Allocation of Reactors on Distribution Lines for the Mitigation of Technical

Losses T. M. Miranda1, F. Romero1, A. Meffe1, J. Castilho Neto1, L. F. Tadashi Abe2 and F. Espindula

Corradi2

19.033 146 Resonance Analysis on a Distribution System Caused by Reactor Allocation T. M. Miranda1, F. Romero1, A. Meffe1, J. Castilho Neto1, L. F. Tadashi Abe2 and F. Espindula

Corradi2

19.034 147 A Firefly Algorithm Applied to Coordinated Tuning of Power Systems Controllers A. L. M. Takahashi and P. B. Araujo

19.035 147 Sazonalização da Energia Assegurada via Flower Pollination Algorithm W. S. Lima1, V. A. Cabral1, A. C. O. W. Rocha1, I. C. S. Junior1, B. H. Dias1, C. M. B. Castro1, G. R. Amador2

TOPIC 20 ..............................................................................................................149

Signal Processing and Analysis

20.002 150 PWM Inverter Fed Induction Motors Bearing Failures Identification C. H. B. Souza, M. M. Pereira Cunha, H. Rachid, L. Gonçalves Jr. and R. C. Creppe

20.003 150 Voltage Unbalance Identification of Three Phase Induction Motors Through Vibrations

Signals and Wavelets Transforms

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H. Rachid, C. H. B. Souza, M. M. Pereira Cunha, L. Gonçalves Jr and R. C. Creppe

20.004 151 Early Bearing Fault Detection Using Hilbert Transform M. M. Pereira da Cunha, H. Rachid, C. H. B. Souza, L. Gonçalves Jr and R. C. Creppe

20.005 151 Avaliação do Desempenho dos Sensores MFCs para o Diagnóstico de Descargas Parciais em

Transformadores B. A. Castro, V. P. Luiz, J. A. C. Ulson, A. L. Andreoli, F. G. Baptista, R. R. Riehl e D. A. Luz

TOPIC 21 ..............................................................................................................153

Smart Grid Systems Applications

21.001 154 Energy Resource Management in a Smart Grid Considering Integration of Electric Vehicles

and Wind Power Generation using Simulated Annealing M. A. A. Viegas and C. M. Affonso

21.005 154 Modeling and Simulation of Hybrid PV/Wind Distributed Generation System Under

Different Power Input Scenarios T. A. Cardoso and R. Ribeiro Riehl

21.006 155 A Cooperative Games Approach for Demand Side Management in Smart Grids L. S. M. Arnoux and W. Uturbey

21.008 155 Impact Analysis of a Distribution Network with Cold Storage Warehouse to Improve

Energy Demanded Management Z. A. F. Souza, J. H. Angelim, D. B. Vilar and C. M. Affonso

21.009 156 Optimal Investment and Operation of Distributed Energy Resources in Microgrids with

Renewable Generation C. A. Alvez, J. E. Sarmiento, A.C. Zambroni de Souza and R. C. Leme

21.013 156 Solid State Transformer in the Control of Voltage Levels in Distribution Networks L. A. A. Godoi1, D. Paschoareli Júnior2 and J. B. Souza2

21.014 157 Impacto de la Generación Distribuida con Energía Solar Fotovoltaica en la Tensión

Eléctrica – Simulación de un Caso. S. S. Tedoldi, S. B. Jacob, J. Vignerte, J. L. Strack, G. J. Murcia, J. C. Branda y E. Garín Universidad Nacional de Mar del Plata (UNMDP), Mar del Plata, Argentina

TOPIC 22 ..............................................................................................................159

Artificial Intelligence, Fuzzy Logic and Neural Networks

22.001 160 Behavior Analysis of Exact and Approximate Techniques on Distribution Systems

Reconfiguration C. Gerez and E. A. Belati

22.002 160 FACTS Allocation via CROW Search Algorithm S. C. Reis, O. L. Tortelli and L. S. Coelho

22.003 161 Multinodal Load Forecasting Based on Fuzzy- ARTMAP Neural Network

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A. J. Amorim, T. Abreu and C. R. Minussi

22.004 161 Melhoria da Confiabilidade do Fornecimento de Energia Elétrica em Sistemas de

Distribuição Utilizando Alocação de Chaves e Algoritmo Evolutivo Multi-Objetivo L. D. Boff1, M. F. Castoldi1, M. Silva1, S. A. Souza1 e C. B. S. Silva2

22.005 162 Uso de PSO Modificado para Controle Dinâmico de Motor CC G. N. de A. Maranhão e C. Soares Modesto

22.006 162 Previsão Multi-Passos da Velocidade do Vento Através de Redes Neurais Artificiais Rafael S. F. Ferraz1, F. da C. Cruz1, Renato S. F. Ferraz1, A. F. S. Correia2 e E. F. de Simas Filho3

22.007 163 Minimização das Perdas e Custos de Operação em um Sistema de Distribuição Utilizando

Alocação de Banco de Capacitores e Evolução Diferencial Binária com Restrições de

Qualidade de Fornecimento T. A. Moreira1, M. Silva1, M. F. Castoldi1, S. A. Souza1, P. C. Lazarini2 e C. B. S. Silva2

22.010 163 Sintonia de Parâmetros de Métodos de Detecção de Eventos Baseada em Algoritmos

Genéticos H. A. D. Azzini1, J. G. I. Cipriano1, A. C. V. da Silva2 e L. C. P. da Silva1

TOPIC 23 ..............................................................................................................165

Efficient Use of Energy / Power Quality

23.001 166 La Presencia de Armónicas es ya un Problema para Nuestros Sistemas de Distribución J. C. Gómez, G. Zamanillo, E. Florena, F. Romero y S. Nesci

23.002 166 Sensibilidad de las Lámparas LED a los Huecos de Tensión J. C. Gómez, G. Campetelli, J. C. Amatti, C. Reineri y H. Rovere

23.004 167 Análise de Alocação de Filtros para Mitigação de Distorção Harmônica em Sistemas

Elétricos de Distribuição M. P. C. da Silva1, R. C. Leborgne1 e V. Barrozo2

23.006 167 Estudio de un Banco de Pruebas para la Determinación de la Eficiencia Energética de

Motores Asincrónicos Trifásicos J. M. Trepat y P. A. Massa

23.008 168 Sistema Transformador Atenuador de Harmônicos R. T. Ferraz1, E. L. Bonaldi2, L. E. de Lacerda de Oliveira2, G. Lambert-Torres2, L. E. Borges da

Silva3, R. R. Pereira3, R. Bauwelz Gonzatti3 e A. C. V. Delgado4

23.009 168 Avaliação da Perda de Carga em Grades de Tomada D’água com Infestação do Limnoperna

Fortunei T. R. D. C. Souza1, D. M. D. A. Diniz3,4, A. L. P. Castro2, E. A. M. Rico1, J. L. Z. Tarqui1 e C. B. Martinez1

23.010 169 Estudo de Inversor Aplicado a um Sistema Fotovoltaico para Compensação de Reativos W. G. de Souza, M. A. Rocha, P. J. Amaral Serni, A. Ferreira Alves, A. L. Andreoli e P. S. da Silva

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23.014 170 Dimensionamento de um Sistema de Alta Temperatura Utilizando Energia Solar e um

Sistema Auxiliar para Processos de Pirólise G. R. A. Chumpitaz1, C. J. R. Coronado1, M. A. R. Nascimento1, J. J. Roberts2 e E. M. D. Santos1

23.017 170 Static Synchronous Compensator based on Modular Multilevel Converter B. S. Medeiros1, F. T. Ghetti2 and P. G. Barbosa1

23.021 171 Harmonics in Three-Phase Transformers to Columns with Fe-Si and Amorphous cores C. O. Dimenna and G. A. Bacino

23.022 171 Optimal Configuration of Capacitor Banks by ACO (Ant Colony Optimization) J. Vignerte, C. Agüero, G. di Mauro and D. O. Anaut

23.024 172 The Impact of Differential Rate Charging and the Power Factor for Low Voltage Consumers J. A. Cagnon, M. E. Bordon, M. N. Franchin and G. C. S de Santi

23.025 172 Supervision System for Water Control and Measurement in Buildings J. A. Cagnon, M. E. Bordon, M. N. Franchin and A. C. Mendes Trentini

TOPIC 24 ..............................................................................................................173

Environmental Aspects of Power Plants

24.001 174 Os Desafios da Regularização Ambiental de Uma Pequena Central Hidrelétrica no Ano de

2013, Cujos Aspectos e Impactos Estão Relacionados aos Equipamentos e Sistemas

Produtivos de 1962 G. A. Santana de Sá, P. Magalhães Sobrinho e A. Nascimento

24.002 174 Importância dos Dados Experimentais em Simulações Computacionais F. L. F. O. Tomé, R. S. Alonso, L. P. Santos, M. T. C. Faria, M. C. Sampaio e E. M. F. Viana

24.003 175 Slope Influence on Variation of Reynolds Stream Inside a Tank of Fishway F. L. F. O. Tomé, M. C. Sampaio, E. M de F. Viana, R. S. Alonso e J. L. Z. Tarqui

24.004 175 Slope Influence on Variation of Velocity Inside a Tank of Fishway F. L. F. O. Tomé1 , M. C. Sampaio1, , E. M. de F. Viana1, R. S. Alonso1, D. M. de A. Diniz2

24.005 176 Metodologia para Fixação de Carcaças de Mexilhão Dourado na Confecção de Modelos

Físicos D. M. A. Diniz1, R. O. S. Perea2, T.R. Costa3, A. P. M. Saliba3, C. B. Martinez3 e S. A. Coelho3

24.006 177 Impactos Ambientais Associados à Utilização do Gás SF6 nos Disjuntores de Potência M. A. Tavares Lira1, L. Mendes Rodrigues2 e E. Mariano2

24.007 177 Estudo de Barreiras Elétricas e uma Nova Configuração para Distribuição de Campo

Elétrico L. Brando1, L. M. Custódio2, M. F. S. Barroso1 e R. E. Lopes2

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TOPIC 25 ..............................................................................................................179

Instrumentation and Data Acquisition

25.002 180 Identificação e Classificação de Cargas Através do Conteúdo Harmônico Via Redes Neurais

Artificiais Fazendo Uso de um Sistema de Aquisição de Dados Baseado em Arduino C. A. Gomes de Souza, E. Biasotto

TOPIC 26 ..............................................................................................................181

Geographic Information Systems and Telemetry

26.001 182 Uso del Catastro Georreferenciado de la D.P.E. para la Localización de Fallas en Sistemas

de Distribución C. A. Agüero, C. I. Babic, G. F. di Mauro y J. Vignerte

26.002 182 Herramientas de Análisis de Topologías para el Modelado de Redes Eléctricas de

Distribución C. Agüero, G. di Mauro, D Anaut, J. Strack, J. Vignerte y L. Nicolini

TOPIC 27 ..............................................................................................................183

Engineering Education

27.001 184 GAtoolbox: a Matlab-based Genetic Algorithm Toolbox for Function Optimization J. J. Roberts1, A. M. Cassula2, J. L. Silveira1, P. O. Prado3 and J. C. Freire Junior2

27.002 184 Power Factor Concepts with Nonsinusoidal Current Through LabVIEW: a Learning Tool Y. Q. Marinho and P. J. A. Serni

27.003 185 Desenvolvimento de um Kit Didático para Conversores CC-CC com Aplicação em Sistemas

Fotovoltaicos F. da C. Ferreira, J. dos S. Ramos, N. Carvalho, Â. R. de Oliveira, L. C. Gambôa Lopes, L. O. A.

Júnior e R. H. Rosemback

27.004 185 Electricity Auction Simulator as a Learning Tool Considering the Brazilian Electricity

Market D. A.V. Gonçalves1, B. S. M. C. Borba1, B. H. Dias2, L. Willer de Oliveira2 and E. B. Xavier2

27.005 186 Development of a Computational tool for Three-phase Power Flow analysis of Unbalanced

Distribution Systems with DG R. P. Barcelos1, A. C. Marchesan2, L. Zapata1, S. Hunsche1 and G. Cardoso Jr1

27.006 186 Development of an Educational Platform for Short-Circuit Studies in Unbalanced Systems S. Hunsche1, A. C. Marchesan2, C. Lázaro1 and G. Cardoso Jr1

27.007 187 Comparação Interlaboratorial Utilizando Fonte de Luz Elétrica para a Qualidade de Dados E. C. Burini Junior, E. R. Santos e A. G. Kanashiro

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TOPIC 1

ENERGY DEVELOPMENT PLANNING AND LOAD

FORECASTING

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01.001

Processing and Load Forecasting of a Micro Grid Using GRNN Neural

Network

M. P. R. Carvalho and A. D. P. Lotufo

Universidade Estadual Paulista (UNESP), Ilha Solteira, SP, Brasil

Knowing the load behavior in advance is very important for several tasks in electric power

systems operation and planning mainly in smart grid environment. This work emphasizes the

analysis and treatment of data coming from less aggregate levels of consumption, which present

high variability due to the human behavior in consuming electrical energy. Therefore, the

traditional prediction methods are not adequate to realize the demand forecasting. This way,

artificial neural networks are used to realize the forecasting, in particular the GRNN (General

Regression Neural Networks). The data come from a micro grid placed at PTI (Parque Tecnológico

de Itaipu) obtained by intelligent meters each 15 minutes. This work tried to use the bottom up

concept, a new paradigm in prediction, where the parts compose the total demand. As the data set

contain many missing data, a moving average filter is applied as a preprocessing procedure to

treat and recuperate not only the missing data as well as the noisy ones. The GRNN was chosen

to the characteristics of generalizing and as it is based on probability density function, the

chances to fall in local minima is not possible, besides this neural network converges in one

iteration which is able to real time applications. The assertiveness of the predictions are

measured by MAPE (mean absolute perceptual error) that is the most used metric to do this task,

and the results are according to the literature with indices around 5% to 8% after the application

of the moving average filter.

Index Terms: Bottom up, GRNN, demand forecasting, smart grids, artificial neural network.

01.003

Rede ARTMAP Euclidiana na Solução do Problema de Previsão de

Cargas Elétricas

T. T. Gomes, M. L. M. Lopes, C. R. J. Santos, M. F. Alves e A. D. P. Lotufo.

Universidade Estadual Paulista (UNESP), Ilha Solteira, SP, Brasil

Electrical power systems with generation, transmission and distribution require studies

and methods to predict the load with assurance. The innovation of intelligent cities is due to the

intelligent systems that allow a modernization using technologies to improve the system besides

being more reliable. Thus to assure that the electrical demand is enough and with quality, it is

necessary to provide a very good prediction. The proposal of this work is to realize the short term

global load forecasting using a precise and reliable technique with low computational costs. The

technique used is the Euclidian ARTMAP neural network, which is based on Adaptive Resonance

Theory, preserving the plasticity and stability characteristics. The advantage of this version

(Euclidian ARTMAP) is that the input data normalization is not necessary, which represents a

faster processing when compared to the traditional Fuzzy ARTMAP. Thus, it is adequate to

realize short term load forecasting. The data used on the simulations are from a Brazilian electric

system. The results are presented comparing the MAPE (mean average perceptual error).

Conclusions consider that this tool is adequate for short term load forecasting.

Index Terms: Short term load forecasting, euclidean distance, adaptive resonance theory, euclidean

ARTMAP neural network.

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01.004

Integração Energética Análise a partir de Empresas Privadas de Fontes

de Energia Primária na América Latina

A. C. Sotero, M. E. M. Udaeta, A. L. V. Gimenes e V. O. d. Silva

GEPEA/EPUSP, São Paulo, SP, Brasil

The objective of this work is to analyze the private players within the energy integration

in South America as a process. Through the gas sector as energy vector, the methodology l the

countries located in South America, particularly that nations with natural gas activi- ty. Even if

there are already gas trading among some coun- tries of the continent, example the Gasbol (bulk

gas pipe- line across two countries like Bolivia e Brazil), the conti- nent keep being very attractive

to companies that operate with this hydrocarbon through exploration projects, pro- duction,

refining etc. Thus the analysis leads to consider the continent as is rich in energy sources,

however, not equally distributed, thus the energy integration process is extremely important in

order to keep enough energy sup- ply throw the countries of the continent. Proven, in some sense

that the private actors are responsible in supporting the energy integration in South America,

due to sharing technologies, planning and knowhow among the compa- nies that work as

partnership in different countries. Any- way so to form a transboundary trading market of energy

resources between the two or more nations, is extremely complex and cannot depend solely, of

actions and initia- tives of the Governments of each country.

Index Terms: South America, natural gas industry, corporate integration, energy transboundary

manage- ment, hydrocarbon industry, Integrated Resource Planning (PIR).

01.005

O Sistema de Contas Ambientais da Energia como Subsídio para o

Planejamento de Energético no Brasil

D. M. Dias1 e C.B. Martinez2

1Centro de Pesquisas Hidráulicas - CPH, Brasil

2Universidade Federal de Minas Gerais, Departamento de Hidráulica e Recursos Hídricos (UFMG), Brasil

This paper presents and discusses a methodological proposal for the implementation of

the System of Environmental Energy Economic Accounts (SEEA-Energy) in Brazil. Following

United Nations (UN) guidelines and methodological standards, the SEEA-Energy establishes the

relationships between various groups of economic activities and the use of the natural resource

energy, estimating the stocks and flows of energy from its generation up to final application. The

paper also presents the advantages of this approach, with a view to the production of information

that can support policies aimed at environmental conservation, as well as the evaluation of

economic activities regarding their impact on energy accounts and the energy planning of the

Brazilian economy.

Index Terms: Environmental accounting, energy accounting, system of environmental economic

accounting, economy activities, energetic planning.

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TOPIC 2

GENERATION AND TRANSMISSION SYSTEMS

PLANNING AND OPERATION

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02.001

Novel Topology Analysis of Synchronous and Induction Generators in

Parallel Operation Mode in an Offshore Isolated Electric System

V. Zimmermann Silva, Â. J. Junqueira Rezek and R. Di Lorenzo Corrêa

Federal University of Itajubá (UNIFEI), MG, Brazil

This paper presents an analysis of a parallel connection of one synchronous generator and

one self-excited induction generator, each coupled to its dc machine as well as a capacitor bank

with three resistive load banks connected to the system. The circuit was complemented with a

voltage control loop, speed control loop, and auto transformer installed in a primary machine

armature circuit to vary the applied voltage over its armature circuit as an alternative method of

speed control in addition to field flux variation. Using the auto transformer method it is possible

to widen the speed and power limits from the induction generator what relieves so much the

power supply from synchronous generators. A detailed analysis related to power balance between

the two types of generators was conducted. The results enable comparison of the two methods of

induction generator speed control, auto- transformer and field flux adjust. The first is more

representative of actual conditions in the field, whereas generators in offshore platforms are

driven by gas or oil turbines and have a large speed range. An analysis of comparing the power

balance for both methods is presented as result for the cited isolated electric system.

Index Terms: Induction generator, isolated electric system, generators in parallel, synchronous

generator.

02.002

Proyecto Computacional para la Planeación de Sistemas de Transmisión

en un Ambiente Centralizado

V. H. Reséndiz E., F. Toledo T., R. Mota P.

UAM-A - SEPI ESIME-IPN

This work describes the development of computational algorithms of mixed integer linear

programming based on deterministic, indicative and economic criteria, this as support for the

implementation of expansion planning for transmission systems. Three methodologies are

compared: static, dynamic or multiperiod and contingency criterion (N-1). The computational

project is implemented in VisualFortran in conjunction with the AMPL (A Mathematical

Programming Language) software. In the static methodology the transport and disjunctive

models are compared, the first one being the most economical computationally, but it doesn't

consider certain aspects of the network. The disjunctive model offers a solution closer to reality. It

is shown that the dynamic or multiperiod planning model is the cheapest methodology, since the

investment is made only if necessary in the indicated period of time, in turn this model is more

complex numerically. The N-1 model is the most efficient considering the safety of the network, it

determines the most severe contingency and proceeds to plan the expansion of the network under

this criterion, it turns out to be the least economic model, but the most reliable. The

computational program is applied with satisfactory results to the Garver system.

Index Terms: Mixed-integer linear programming (MILP), Transmission expansión planning,

Static planning, Dynamic planning, Contingency planning (N-1).

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02.003

Proposal of a Methodology for Adjusting the Risk Parameters for

Physical Guarantee Calculation

M. A. H. Mizuta, R. V. X. Souza and T. Sousa

Universidade Federal do ABC (UFABC), Santo André, SP, Brasil

This paper presents the impacts of the adjustments of the risk parameters of the

NEWAVE computational model for the calculation of Physical Guarantee (PG) of individualized

plants (Thermoelectric and Hydraulic). For this purpose, changes in the risk parameters of the

NEWAVE model (Conditional Value at Risk - CVaR) were processed with the intention of

generating sensitivities in PG values. That said, a deck of the Company of Energy Research

(EPE) was used, referring to the Decennial Energy Plan (PDE 2019) for the calculation of PG of

thermal and hydraulic plants.

Index Terms: Physical guarantee, conditional value at risk, marginal cost of operation, marginal

cost of operation, settlement price of differences.

02.005

Static Planning of the Expansion of Electrical Energy Transmission

Systems Using Flower Pollination Algorithm

P. S. Neves, R. O. G. Souza, I. C. S. Junior and B. H. Dias

Federal University of Juiz de Fora (UFJF), Juiz de Fora, MG, Brazil

In many engineering applications it is needed to find the ideal solution for non-linear,

multimodal and highly complex constraints problems. Conventional optimization techniques,

based on derivate and gradients, generally do not work well for problems like that, especially for

the bigger ones. Recently, bio- inspired metaheuristic algorithms have been used to solve complex

problems, and they have been surprisingly efficient at that. This paper presents a hybrid version

between Flower Pollination Algorithm (FPA) and Clonal Selection Algorithm (CLONALG) to solve

the transmission expansion planning problem. The goal of this problem is to find the electrical

circuits that should be built to minimize the investments and operation costs while supplying the

expected demand for a given planning horizon. Based on flower reproduction, FPA simulates the

pollination process that happens in nature. The clonal selection operator, giving by CLONALG, is

incorporated in the standard FPA to improve the local search process by cloning the most

attractive solutions. The proposed methodology was verified in the Garver and South Brazilian

systems and the results show that the hybridized version proposed can find better solutions when

compared with original FPA, and therefore is a promising technique.

Index Terms: Heuristic algorithms, power system planning, power transmission.

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02.006

Optimization of Wind Farms Layout Through Artificial Immune System

L. L. Gomes, L. W. Oliveira, I. C. Silva Jr and J. A. Passos Filho

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

The penetration of wind energy into electrical power systems has been increased due to

technical, availability and environmental aspects. This leads to the problem of optimizing the

wind farms layout aiming at minimizing investments and maximizing the wind energy. In this

sense, the present work proposes a novel application of metaheuristic to the wind farms

optimization. In particular, the bioinspired technique known as Artificial Immune System (AIS)

is proposed to determine the number, optimal placement and layout of wind turbines in a

predefined land of a wind farm. The objectives are to maximize the power from wind turbines

subjected to minimal investment and operational costs. The proposed approach considers

important aspects as the wake effect, the ground roughness and the limits for the number of

turbines and land. The innovative aspect consists of an application of an unexplored technique to

the wind farms optimization. A test case is presented to assess the proposed approach.

Index Terms: Artificial immune system, layout, wake effect, wind turbines.

02.007

Determinación de Máxima Potencia de Parques Fotovoltaicos Dispersos

para evitar Problemas de Estabilidad Transitoria

M. C. Giménez, R. E. Rosés y M. E. Balmaceda

Instituto de Energía Eléctrica, Universidad Nacional de San Juan (UNSJ), San Juan, Argentina

Nowadays there is a trend to use Photovoltaic Generation to replace the conventional one

which involves fossil fuels. This obliges to carry out studies to analyze different aspects of the

operation of these parks where both technologies either conventional or nonconventional ones

coexists. One of the aspects to be studied is the analysis of dynamic behavior of the electric

system called Analysis of Transient Stability. Photovoltaic generation systems, in contrast with

conventional ones, are static, i.e. they do not have mobile parts, and nevertheless, changes in

solar radiation, produced by the presence of low and isolated clouds, modify the power delivered

by the photovoltaic park. These changes of active power generated by photovoltaic parks are seen

as a constraint by the electric system producing frequency variations in the electric system and

the consequent speed variation in conventional generators in operation. Therefore, the impact of

solar radiation changes under the presence of traveling trains of clouds over the Transient

Stability, considering not only concentrated but also disperse Photovoltaic Generation, is

analyzed in this work. Besides, it is presented a methodology to determine a Penetration Index of

Disperse Photovoltaic Generation which allows the definition of the maximum power coming from

photovoltaic generation in relation to the maximum power demanded as well as the Spinning

Reserve Power that guarantee the Transient Stability of the Power System, taking into account

the geographical distribution of photovoltaic generators.

Index Terms: Frequency control, photovoltaic system, solar panels, solar power generation, power

system stability.

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02.009

Algoritmo Dinâmico de PRIM aplicado ao Planejamento da Expansão de

Redes de Distribuição Aéreas de Média Tensão

F. B. Bornioti1, L. P. S. Freitas1, C. Rocha1 e R. L. B. Freitas2

1Universidade Estadual do Oeste do Paraná (UNIOESTE), Brasil

2Faculdade União das Américas (UNIAMÉRICA), Foz do Iguaçu, Paraná, Brasil

In this paper a new algorithm for application in the expansion planning to medium

voltage overhead distribution networks is presented. This new algorithm is based on the PRIM

algorithm, but was implemented with the concept of dynamic computational programming, using

the aid of data structure to model the problem. The input data for the algorithm were modeled in

a double-chained list format to ensure the movement and quick access of the information. Thus,

the algorithm has the ability to establish a new radial topology for the network, seeking to meet

future demand by building new lines that are successively selected at a lower possible

construction cost. For the evaluation of the performance of the algorithm, computational tests

using data from systems available in the specialized literature: the 23 and 33 node systems. The

results were of quality and were obtained in an excellent processing time and the new algorithm

was efficient and robust in the solution search process.

Index Terms: Dynamic programming, power distribution lines, power system analysis computing,

power pystem planning, radial basis function network.

02.010

Técnica de Otimização Robusta Aplicada ao Problema de Planejamento

Energético com Geração Solar

S. C. A. de Ferreira, J. S. Carvalho, L. W. Oliveira, T. L. O. Araújo e E. J. Oliveira

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

This document optimizes a commissioning problem, minimizing the cost of dispatching

thermoelectric generators to a time horizon of the electric power system, with the presence of

solar, hydroelectric and thermoelectric power generation. In order to define the temporal order of

thermoelectric generation, the problem takes into account a history of flow in the hydropower

plants of the system and the uncertainties inherent in the production of solar energy. Thus, short-

term energy planning will be defined taking into account the estimation of solar irradiance

through the concept of uncertainties. As a proposal of resolution, we use linear programming

coupled to a mathematical technique called Robust Optimization (RO) that will be solved by the

algorithm of generation of columns and restrictions (C&CG), applied to decompose the global

problem among the uncertainties of the given Operation By Solar irradiation achievements.

Index Terms: Energy planning, robust optimization, C&CG, optimization in electrical systems.

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02.012

Reconfiguração de Sistemas de Distribuição de Energia Elétrica com a

Aplicação do Algoritmo Dinâmico Guloso

H. L. M. Nunes Jr., M. S. Ghellere, C. Rocha e R. L. B. Freitas

Centro de Engenharias e Ciências Exatas (CECE) da Universidade Estadual do Oeste do Paraná

(UNIOESTE), campus de Foz do Iguaçu, Paraná, Brasil

This paper aims to present a new algorithm to the application about the reconfiguration

problem of electric power distribution systems with the objective of establishing the best

configuration for the distribution network minimizing electrical losses and improving voltage

levels. The new algorithm was implemented using the Dev-C++ and based on the Greedy

Algorithm, but it was built through intelligent programming with double chained lists and

dynamic memory to ensure a good performance. Thus the algorithm has the capacity of

establishing a radial topology for the network, seeking to minimize losses by opening or closing

switches that are successively selected. To evaluate the performance of the algorithm,

computational tests were performed on systems that are available in the specialized literature.

The results obtained with the simulations showed quality solutions obtained with an excellent

processing time, attesting the efficiency of the new algorithm.

Index Terms: Optimization of electrical systems, reconfiguration of power supplies, meta-heuristic,

PRIM, doubly linked lists

02.013

Determination of Control Actions with Grids Partitioning

M. R. Monteiro1,2, V. N. Costa3, Y. R. Rodrigues1 and A. C. Zambroni de Souza1

1Universidade Federal de Itajubá (UNIFEI), Itajubá, Brasil 2Associação Educacional Dom Bosco (AEDB), Resende, Brasil

3Companhia Paulista de Força e Luz, Campinas, Brasil

In order to maintain the operation of the electric power system under normal operating

conditions, possible control actions may be taken. In this study, an optimization process is

employed to determine the amount of reactive power compensation that should be installed in

buses groups previously defined. Thus, three objectives functions are adopted, to reduce the active

power losses, in system and in critical areas, and to maximize the load margin. For this sake, it is

employed the evolutionary optimization technique, particle swarm optimization (PSO), and the

coherence areas determination is performed with the aid of the tangent vector. As the reactive

power problem is local, for the control of voltage levels, the most appropriate buses for installation

of reactive compensation are also determined by tangent vector sensibility. Thus, two groups with

eight buses are identified: sensitive to losses and critical to the voltage collapse. The tests were

performed using IEEE 118 and 300 buses system. The results show how the losses reduction in

determined areas impact on the system total loss and the load margin. Furthermore, the

sensitivity information provided by the tangent vector as initial data for optimization help the

PSO to find its solution.

Index Terms: Critical areas, particle swarm optimization, active power losses, reactive power

compensation.

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02.014

Spinning Reserve Calculation Considering the Generator Capability

Curve and Load Level Scenarios

M. S. Aleixo, E. J. de Oliveira, L. W. de Oliveira and M. B. A. Souza

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

The growing penetration of renewable resources, as the wind power, in the energy matrix

of several countries increases the uncertainties related to the continuity of supply due to

intermittences of such sources. Therefore, ancillary services are important to improve the

reliability and security of a power system. This paper presents an approach to evaluate the

spinning generation reserve that considers uncertainties over load demand by using an AC power

flow model. The constraints referred to the power flow limits of lines and to a simplified capability

curve of hydraulic generators are observed. The objective is to support the system operator in the

supply of energy with continuity and the lower possible spinning reserve cost.

Index Terms: Capability generation curve, load scenarios, optimal power flow, power system,

spinning reserve.

02.015

Review of System Protection Schemes based on Synchronized Phasor

Measurements

P. D. Gill Estevez1, C. Galarza1 and M. Elizondo2

1Universidad de Buenos Aires (UBA), Argentina 2Pacific Northwest National Laboratory, EEUU

Under extreme operational conditions, it could be difficult to assure power system

stability against severe contingencies only by means of normal system schemes. The so-called

System Protection Schemes (SPS) are implemented in many utilities to guarantee stability of the

power system under extreme contingencies and they are also used to increase operational power

transfer limits in order to maximize grid utilization. SPS monitor the magnitudes over a wide

area and perform automatic actions based on the detection of system contingencies and the actual

power system conditions. Synchrophasor technology uses Phasor Measurement Units (PMUs) to

measure grid voltage and current and to calculate frequency and phase angle over an area. These

measurements are time-synchronized to references such as GPS satellites. Synchrophasor data is

reported at rates of 25 to 50 records per second. This work performs a literature exploration of

PMU-based SPS, prioritizing implementations in real power systems, which will be taken into

account in a future reformulation of the current SPS of the 500kV transmission network of the

Argentine Power System. Basic principles and fundamentals of each reported case will be

described.

Index Terms: System protection schemes, transmission system, PMU, synchrophasors.

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02.017

Algoritmo Heurístico Construtivo aplicado ao Planejamento de Redes

Aéreas de Média Tensão com a alocação de Geração Distribuída

E. E. Benitez, P. R. Belin, L. A. Souza, C. Rocha e A. B. Almeida

Centro de Engenharias e Ciências Exatas (CECE), Universidade Estadual do Oeste do Paraná (UNIOESTE),

Campus de Foz do Iguaçu, Paraná, Brasil

This paper presents a new algorithm to medium voltage overhead distribution lines

expansion planning. Such algorithm is able to establish a strategy for the connection of

distributed generation units into distribution power system. In the first step the algorithm

establishes a new topology for the network, meeting the future demand and the necessary

technical criteria to deliver electricity to consumers. The problem is represented by a nonlinear

mathematical model and the solution is obtained iteratively. In each iteration, a specialized

sensitivity indicator using information from the solution of the mathematical model supports the

decision making. In the second step, looking for the best benefit to the network operation, the

algorithm evaluates the established topology to indicate the capacity and candidate buses for

connection of the distributed generation. Computational tests were carried out to evaluate the

algorithm performance. The results obtained through the simulations showed that the algorithm

converges rapidly and finds feasible solutions.

Index Terms: Distributed power generation, power distribution lines, power system analysis

computing, power system management, power system planning.

02.018

Novos Materiais e Técnicas para Construção de Modelos Reduzidos

A. P. M. Saliba1, E. M. F. Viana1, J. L. Z. Tarqui1, C. B. Martinez1, M. E. F. Costa2 e A. G. Ferreira

Júnior3

1Departamento de Engenharia Hidráulica e de Recursos Hídricos. Centro de Pesquisas Hidráulicas da

UFMG, Escola de Engenharia da UFMG, Brasil 2Centrais Elétricas de Minas Gerais (CEMIG), Brasil

3Universidade Federal de Minas Gerais (UFMG), Brasil

Hydraulic models have been extensively used in engineering since the XIXth century,

when many hydroelectric power plants were under design and numerical models were not

available. Building a hydraulic model was faster and cheaper than solving differential equations

of fluid dynamics over large model domains. Development of numerical tools in the last decades

have drawn most of the research focus on fluid mechanics, leading hydraulic models to a

secondary plane. In fact, numerical models quickly evolved, and nowadays they are able to solve

three-dimensional problems, producing stable and consistent results. However, numerical models

still need calibration and parameters estimation, and hydraulic models are needed on that ever

since no field data is available, which is quite frequent. Considering that computer science

development stressed project schedules, hydraulic models need to be built and commissioned in a

few months. This article presents the experience acquired on the Hydraulics Research Center

(Centro de Pesquisas Hidráulicas - CPH) in this regard, which made possible building two

hydraulic models in 6 months. These models were built to study reservoir silting of the Salto

Paraopeba Hydropower, owned by CEMIG. Materials and techniques used are described, and

some of the obtained results are shown.

Index Terms: Fluid mechanics, river engineering, hydraulic models, reservoir silting, hydropower.

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02.019

Estudo de Caso Real de Ajuste de Proteção de uma Linha de

Transmissão Isolada Utilizando RTDS

A. R. Oliveira1, E. J. Oliveira2, L. W. Oliveira2, J. S. Carvalho2, W. J. Virgilio3, M. D. Carvalho3,

L. G. Meireles3, E. C. Brandão3, A. C. Tavares e P. A. N. Garcia

1Centro Federal de Educação Tecnológica (CEFET- MG), MG, Brasil 2Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

3Grupo Energisa, Brasil

This paper presents a case study about a real power system, operating as an isolated

system (delta-delta network) in a 69kV transmission line, focused on the changes in the

protection adjustments. The line under analysis makes part of a transmission/distribution system

that, under normal operational conditions is connected in 69kV level until the substation a small

city in the end of the circuit. However, when maintenance is necessary in one of the 69kV line, it

is necessary an alternative to feed the small city. To overcome this problem and operational

minimize costs, an 11,4kV distribution line is used to feed a 69kV substation, that is the origin of

the 69kV transmission line that transports energy to the small city. In maintenance conditions,

there is an isolated system established around the line under analysis. In this sense, a study

using RTDS (Real Time Digital Simulator) is made, by the analysis of the behavior of voltages

and currents seen by the protection. The results show that the system conditions vary

significantly when the 69kV line is removed from operation and the system starts operating with

the 11.4kV line, which demands important changes in the protection, to guarantee its

performance in case of contingency.

Index Terms: Distribution system, power system protection, RTDS, system operation.

02.020

Performance of Metaheuristics Applied to Wind-Hydrothermal Dispatch

Problem

R. A. de Moraes, T. S. P. Fernandes, M.R. Bessa and K. Geus

Universidade Federal do Paraná (UFPR), Curitiba, PR, Brasil

The growing of alternative forms of generation coordinated with conventional types of

generations (as hydraulic and thermal generation) requires the developing of new formulations of

power and energy dispatches for different horizons of study. For the horizon of one year, which is

the object of this study, there are many works that formulate hydrothermal dispatch problems

which are difficult to be solve because these problems are nonlinear, stochastics and

intertemporal. They are solved via various traditional techniques and artificial intelligence.

Although many papers apply the classical formulation of the GAs to solve the dispatch problem of

energy, there is another metaheuristic technique called Differential Evolution (DE) that presents

good performance to this kind of problem. So, the main objective of the work is to carry out a

comparison of metaheuristic techniques to solve a wind- hydrothermal dispatch that incorporates

the transmission constraints of the electric network for the horizon of one year. The techniques

analyzed are DE and GA, tested on a 34-bus system.

Index Terms: Wind-hydrothermal scheduling, genetic algorithm, transmission restrictions,

differential evolution, short-term horizon.

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02.022

Uma Abordagem Determinística para o Problema de Fluxo de Potência

Ótimo Reativo com Variáveis de Controle Discretas

D. N. da Silva e G. R. M. da Costa

EESC, Universidade de São Paulo (USP), São Carlos, SP, Brasil

The Reactive Optimal Power Flow (ROPF) problem is mathematically modeled as a

mixed-integer nonlinear programming (MINLP) problem, and plays an important role in the

power systems planning and operation. The main goal of solving a ROPF problem is to optimize a

power system performance measure, while satisfying its physical and operating constraints. This

paper proposes a trust region nonlinear rescaling approach to solve ROPF problems for

transmission active power loss minimization. A penalty function is employed to handle the

discrete variables, so that the problem becomes continuous and differentiable. The nonlinear

rescaling method is applied to the inequality constraints, leading to an equivalent problem with

only equality constraints, which is solved by a trust region sequential quadratic programming

method. Each trial step of the trust region method is decomposed into two components: a normal

step, that tries to achieve feasibility, and a tangential step, which tries to achieve optimality

while preserving the feasibility attained by the normal step. Numerical experiments with the

IEEE benchmark test-systems are carried out to show the performance of the proposed algorithm.

Index Terms: Discrete variables, modified logarithmic barrier, nonlinear rescaling, reactive

optimal power flow, trust region.

02.024

Avaliação da Capacidade de Máxima Transferência de Potência em

Sistemas Elétricos Interligados via Programação Linear Sequencial

T. G. Moreira, K. R. Barbosa, J. A. Passos Filho e J. L. R. Pereira

Due to the increasing complexity of Electrical Power Systems, economical analysis related

to their planning and operation are extremely important. In this context, the evaluation of the

maximum active power transfer between different regions is an important task in order to allow a

better use of energy resources.This paper proposes the use of the Linear Programming (LP) -

based Optimal Power Flow, which consists of the intercalated solution of the conventional AC

power flow and the linear programming problem through linearized constraint sensitivity

coefficients. The new set of the control variables is obtained from the LP problem and a new

operation point is calculated. The results are achieved by successive generation redispatch, whose

objective function is the minimization of the active power generation cost. Initially, the power

system is divided in two regions: exporter and importer. In the exporting region the active power

generation is increased, while the other region is decreased, in order to make the transfer of

active power among the regions. As a consequence, the maximum active power transfer capacity

is also achieved. The proposed approach was implemented using MatLab environment and the

obtained results were validated through the comparison with FLUPOT program.

Index Terms: Available transfer capability, optimal power flow, linear programming, maximum

active power transfer, power transmission.

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02.025

Aplicação do STATCOM no Fluxo de Potência com Controladores

Ajustados pelo PSO, para Avaliação da Estabilidade a Pequenas

Perturbações

C. E. Pupin1 e P. B. de Araujo2

1Universidade Comunitária da Região de Chapecó (UNOCHAPECÓ), Chapecó, SC, Brasil 2Universidade Estadual Paulista (UNESP), Ilha Solteira, SP, Brasil

In this paper the non-ideal Static Synchronous Compensator (STATCOM) model, applied

to the control of voltage in the power flow, was solved by Newton's method. The flow results are

used to evaluate STATCOM interference in stability to small perturbations of two power test

systems. In order to improve the transient characteristic of the system, additional damping

controllers are inserted, in the generators Power System Stabilizer - PSS and Power Oscillation

Damping - POD in the STATCOM, both adjusted simultaneously by the technique Particle

Swarm Optimization - PSO. The Power Sensitivity Model is applied to represent the electric

system, resulting in the representation of state space. Stability is analyzed by the Lyapunov

method and curves in time.

Index Terms: Flexible alternating current transmission systems, newton power flow, particle

swarm optimization with high convergence, power oscillation damping, power system stabilizer,

static synchronous compensator.

02.026

Coordenação Hidrotérmica para Mercados Pool de Eletricidade Via

Programação Linear Estocástica em Dois Estágios

G. F. Bregadioli, E. C. Baptista e L. Nepomuceno

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

This paper investigates the coordination between medium-term generation planning and

short-term operation in electricity markets for hydropower systems. Traditional central- ized

short-term models have been replaced by decentralized dispatch models such as the auction

models used by market operators. Most of the day-ahead auction models proposed are formulated

for thermal systems. Such models neglect any sort of coordination strategy. However,

coordination is essential in hydropower systems in order to enforce security and reliability now

and in the future. This work proposes a hydrothermal coordination approach for day-ahead

energy markets where short- and medium-term decisions are taken into account in a single

model. In this approach, hydrothermal coordination is formulated as a two-stage stochastic linear

programming problem, where the water inflow uncertainty is represented by a set of scenarios.

The first-stage consists in solving a network- constrained multi-period energy auction model and

obtain the generation power scheduling for each hour of the day-ahead. The second-stage

decisions are made by solving a medium-term gener- ation planning problem. To evaluate the

impact of the proposed coordination approach, computational tests are performed. By evaluating

the generation dispatch and the daily nodal prices, it is possible to observe the impact of the

hydrothermal coordination in the energy market.

Index Terms: Auction energy, energy markets, hydrothermal coordination, medium-term,

stochastic programming.

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02.027

Algoritmo Metaheurístico Construtivo Aplicado à Manutenção

Programada da Geração

M. J. Oliveira1, F. A. Assis2, L. A. F. Manso3 e A. M. Leite da Silva4

1UFSJ/CEFET-MG e Instituto Federal do Sudeste de Minas Gerais – IFET SUDESTEMG, Brasil 2Pontifícia Universidade Católica do Rio de Janeiro e Instituto Federal de Minas Gerais (IFMG), Brasil

3Universidade Federal de São João del-Rei (UFSJ), Brasil 4Pontifícia Universidade Católica do Rio de Janeiro (PUC-Rio), Brasil

This paper proposes the use of a constructive metaheuristic algorithm to solve the

generating unit maintenance scheduling problem. A reliability based maintenance methodology is

considered to provide a quantitative basis for allocation of maintenance efforts and budgets. The

proposed tool makes the gradual construction of maintenance plans through local and global

search engines, commonly used by optimization techniques. At the constructive process four

mechanisms are used: addition, crossover, mutation and depuration. These mechanisms are

responsible for ensuring a parsimonious construction process, towards good quality solutions.

Sensitivity indices, based on generation system reliability information, are used in the

constructive process, both in the identification of generating units for the addition mechanism

and in the definition of generating units that will be removed from the maintenance plan, by the

depuration process. The IEEE-RTS system is used for performance analysis of the constructive

metaheuristic algorithm, when employed to solve the problem of planning the maintenance of

generating unit.

Index Terms: Constructive metaheuristic, interruption costs, maintenance scheduling, reliability.

02.028

Juego de Opciones Aplicado a Inversiones en Capacidad de Generación

Eléctrica

S. B. López1, G. F. Baum1, F. G. Olsina2, F. F. Garcés2 y G. A. Blanco3

1IEE-UNSJ y FP-UNA, Asunción, Paraguay 2IEE-UNSJ, San Juan, Argentina

3FP-UNA, Asunción, Paraguay

In the electricity markets with oligopolistic competition, generation companies carry out

strategies or games to exert market power in order to increase their profits above competitive

levels to prevent the entry of new agents to the market. To minimize the risks in capital intensive

projects (investments in capacity), generation companies must invest timely (anticipate or react).

For this, the investors seek tools that allow quantify the value of flexibility considering the

strategic movements of its competitors. This paper develops an evaluation tool, called Options

Game, which combines Real Options with Game Theory. To validate the model, an application of

the Options Game approach has been represented, which quantifies the effect of a duopolistic

market in decision making. The results indicate a considerable reduction of risk by postponing

the investment, which is related to the arrival of new information before making the decision.

Index Terms: Flexibility, game theory, generation capacity, investment, real options, strategic

behaviour, uncertainty.

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02.030

Despacho Econômico de Unidades Térmicas Considerando a Presença

de Usinas Fotovoltaicas Conectadas ao Sistema de Potência

A. C. G. Carvalho, C. E. A. Santos, Y. B. Moreira e B. F. S. Junior

Federal University of Piauí (UFPI), Teresina, Piauí, Brasil

In this article we propose the resolution of the problem of economic dispatch in the electric

power system with the integration of the photovoltaic plants with the objective of optimizing the

dispatch using the internal points method using MatPower software and analyzing the influence

that a renewable source would have on the total cost of operation of the thermal units. The

proposal considers the variation of the generation of the photovoltaic plant of São João do Piauí as

well as of the demand of load of the state of Piauí along the horizon of operation in studies

dividing it in intervals of one hour. For each interval, a dispatch will be made considering the

value of the photovoltaic plant generation and the load demand of the system for this moment. In

the results, we have the determination of the most suitable value of power injection of the

photovoltaic plant for the minimum cost of operation of the thermal units as well as the time

interval that this will occur. In addition, it was determined in which cases the highest operational

cost of the thermal units occurs.

Index Terms: Economic dispatch, power generation control, power system operations, solar power

generation, unit commitment, variable generation.

02.031

Método para Estimar a Confiabilidade de Sistemas de Subtransmissão

E. G. Silveira1, F. S. da Silva1 e L. C. Nascimento2

1Centro Federal de Educação Tecnológica (CEFET), MG, Brasil 2Universidade Federal de São João del-Rei (UFSJ), MG, Brasil

This paper presents the application of a method to estimates the structural reliability of

the Subtransmission systems, directed to the planning of the expansion and operation of the

Electric Power System (EPS). This method is innovative in the sense of evaluating reliability not

only by the historical records of EPS performance, which are influenced by variables such as the

climate and quantity of programmed interventions, but mainly by the constructive characteristics

of their structures. The stochastic behavior of EPS is represented by connection trees, the

reliability is evaluated probabilistically using the method of minimal cut-sets, and the total

durations of interruptions for 1st and 2st order cuts are evaluated in the period of one year,

depending on the failure rates of the lines and transformers, the average maneuvering times and

the carrying capacity of the remaining elements, that gives the percentage of load transfer. An

existed Subtransmission system is evaluated and a reliability ranking of its structures is

established, then alternatives works are defined in order to improve its worst structures. The

planned system is assessed and only the alternatives which reached the balance between the

prudent investment and relia ility s targets it will included at works portfolio.

Index Terms: Connection trees; minimal cut-sets; power system reliability; prudent investment;

structural reliability; subtransmission systems.

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02.032

Static Planning of Power Transmission System Expansion through

Bioinspired Optimization Technique

C. A. Moraes, E. J. De Oliveira, L. W. Oliveira and I. C. Silva Junior

Universidade Federal de Juiz de Fora, Juiz de Fora (UFJF), MG, Brasil

This work proposes a two-step resolution strategy to solve the static transmission

expansion planning problem: (a) Initially, a constructive heuristic algorithm is used to serve two

purposes: firstly, to finds an improved initial set of candidate solutions for the bioinspired

metaheuristic, aiming at improving the performance of the optimization algorithm; secondly, to

generate only a good initial solution that will be inserted into the set of random initial solutions.

For that, four sensitivity indexes are used in this constructive heuristic algorithm; (b) Since this

improved initial set of candidate solutions and initial solution are known, they are transferred to

the multimodal optimization process, based on the echolocation phenomenon considering the

doppler effect. The obtained results indicate that the proposed solution strategy provides

increased efficiency for the multimodal optimization process by the search for optimality, since

competitive solutions to the proposals in the literature were obtained.

Index Terms: Static transmission networking expansion planning, constructive heuristic,

sensitivity indexes, bat algorithm, Doppler effect.

02.033

Aprendizaje Experiencial Aplicado a Inversiones de Generación de

Energía Eléctrica

G. F. Baum1,2, S. B. López1,2, F. G. Olsina1, F. F. Garcés1 y G. A. Blanco2

1Instituto de Energía Eléctrica de la Universidad Nacional de San Juan (IEE-UNSJ), Argentina 2Facultad Politécnica de la Universidad Nacional de Asunción (FP-UNA), Paraguay

In the liberalized markets, generation companies evaluate investment alternatives

considering high committed capital, risk and profitability expectations. These expectations are

difficult to anticipate because they depend on several factors that are highly uncertain, including

both exogenous uncertainties - such as variations in demand and endogenous uncertainties -such

as the behavior of competing generating agents. This paper proposes a methodology that adapts

and clarifies the long-term data through a novel technique of experiential learning. This

methodology is based on the Agent-based Computational Economics approach and similarity

techniques. The results indicate a reduction of the extreme values of the profitability expectations

of the alternatives Therefore, this implies a considerable reduction of the risk exposure of the

investment alternatives.

Index Terms: Adaptación, aprendizaje, monte carlo evaluación de inversiones, riesgos.

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02.034

Definição dos Níveis de Reserva Girante em Sistemas de Geração com

Elevada Participação de Fontes Renováveis Intermitentes

M. A. S. Pereira1, L. A. F. Manso2 e W. S. Sales2

1Universidade Federal de São João del-Rei (UFSJ) e Centro Federal de Educação Tecnológica de Minas

Gerais (CEFET-MG), Brasil 2Departamento de Engenharia Elétrica da UFSJ, Brasil

To ensure proper functioning of power systems it is essential that the spinning reserve

levels be carefully dimen- sioned. This paper presents a new methodology to determine the ideal

amounts of spinning reserve in function of different load levels and weather seasons of the year,

considering long-term planning horizons. The central idea is to size the reserve levels for each

load profile, taking into account the fluctuation of power from renewable sources of energy. To

reach the proposed objec- tives, the costs associated with the energy not supplied and the

spinning reserve costs required to maintain acceptable reliability indices are estimated through

sequential Monte Carlo simulation (SMCS), which is incorporated into the genetic algorithm (GA)

to provide the necessary information for the evaluation of each possible solution. The methodology

is applied in three test sys- tems: IEEE RTS96, IEEE RTS96H and IEEE RTS96HW.

Index Terms: Generating reliability, genetic algorithm, monte carlo simulation, renewable sources,

spinning reserve.

02.038

Uma Abordagem Determinística Para o Problema Multiobjetivo e Não-

Diferenciável de Despacho

E. Gonçalves1, A. R. Balbo1 e D. N. da Silva2

1Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil 2Universidade de São Paulo (USP), São Carlos, SP, Brasil

The multi-objective economic and environmental dispatch problem with valve-point

loading effect and losses is concerned with the minimization of generation costs and the emission

of pollutants while accounting for systems operational constraints. The problem is formulated as

a multi-objective, nonlinear, non-convex, non-differentiable problem and due to such numerical

complexities, this problem has been solved mainly by heuristic approaches. The objective of this

paperis to investigate and solve the multi-objective dispatch problem by a deterministic approach.

The deterministic approach pro- posed involves the method of progressive bounded constraints,

smoothing functions and nonlinear rescaling method with inertia correction techniques. The

multi-objective nature of the problem is handled by the method of Progressive Bounded

Constraints; a smoothing technique is used to handle non-differentiability issues; the nonlinear

rescaling method is used to solve the subproblems resulting from the Progressive Bounded

Constraints method and the inertia correction strategy is used so that only descent directions are

generated. The methodology will be applied to generation systems and the results obtained will

be compared to others optimization approaches.

Index Terms: Multi-objective problem, economic/environmental dispatch, valve point loading

effect, losses, deterministic approach.

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02.039

A Three Stage Hybrid Technique for Dynamic Transmission Network

Expansion Planning

L. E. de Oliveira1, F. D. Freitas1, I. C. Silva Junior2 and F. P. Oliveira Rosa2

1Universidade de Brasília (UNB), DF, Brasil 2Universidade Federal de Juiz de Fora, Juiz de Fora (UFJF), MG, Brasil

This work presents a hybrid method based on Harmony Search (HS) and Branch & Bound

(B&B) to solve the problem of Static (PEEST) and Dynamic (PDEST) Transmission Network

Expansion Planning in electrical power systems. The result of this formulation is mixed-integer

nonlinear programming, where the difficulties are intensified in the PDEST by the temporal

coupling. Therefore, a methodology was developed to reach the solution in three different stages:

The first one is responsible for obtaining an efficient set of best candidate routes for the

expansion; the metaheuristic optimization process uses Harmony Search to find PEEST’s optimal

solution and its neighborhood that provides a PDEST candidate zone; lastly, a hybrid algorithm

that mixes the HS and B&B concepts is adapted to provide the optimal PDEST. In this study, the

lossless linearized modeling for load flow is used as a representation of the transmission network.

Tests with the Garver, Two Valleys, and southern Brazilian systems were carried out to verify the

performance method. The computational time saving for the PEEST and PDEST prove the

efficacy of the proposed method.

Index Terms: Branch & bound, constructive heuristic algorithms, dynamic transmission expansion

planning, harmony search, power systems planning.

02.041

Aplicação da Análise de Sensibilidade e Medidas Corretivas para

Redução de Perdas em Sistemas Elétricos de Potência

J. C. B. Soares Terceiro1, N. X. Melo2, S. L. S. Lima Barcelos3, W. M. dos Santos4 e B. F. Santos

Junior2

1Universidade Federal de Santa Catarina (UFSC), Brasil 2Universidade Federal do Piauí (UFPI), Brasil

3Universidade Federal do Maranhão (UFMA), Brasil 4Universidade Federal do Espírito Santo (UFES), Brasil

The paper proposes to apply the sensitivity analysis technique to estimate the electric

losses of active and reactive power. From the Jacobian Matrix, it is possible to identify which

points in the system are most sensitive to an adjustment of a control variable in order to

minimize losses. The control variables considered in this work were: the voltage in the generation

bus, the active power injection in all the bus of the system (except the slack bus), and the reactive

power injection in the load bus. Thus, the main objective is to determine corrective measures that

lead to a new operation point of the system where losses are reduced.

Index Terms: Losses reduction, operation systems, power systems, sensitivity analysis, system

matrices.

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02.043

Equivalentes de Redes para Análises da Estabilidade de Tensão –

Abordagem Comparativa

F. D. Silva, M. H. M. Vale, C. E. de Sousa e L. C. Nunes

Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil

This paper compares the performance of different methods for calculating the Thévenin

Equivalent parameters commonly used in online evaluation of voltage stability. The methods are

based on Least Squares Method, Tellegen Theorem and Adaptive Method. In addition, this work

presents an analytical method, which the parameters are taken as the reference of the study.

After presenting the network equivalents, simulations are conducted in the WSCC 9 bus to assess

the performance of the methods towards two conditions: noisy data and small changes in system

load. Detailed performance analysis of the methods are given in order to identify which Thévenin

Equivalent parameters are more accurate if compared to the actual network system.

Index Terms: Network equivalents, least square method, tellegen theorem, adaptive method,

voltage stability.

02.046

Model for the Self-Scheduling of a Hydrothermal Company in a Pool-

Based Electricity Market

T. Gomes Cabana and L. Nepomuceno

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

In the day-ahead electricity market, generation companies need to solve some problems

with the ultimate goal of maximizing their profits. One of those problems consists in determining,

in the short-term, the optimal self-scheduling of the units belonging to the company so that the

profit from selling energy is maximized disregarding the power balance in the system. In this

paper we propose a 0/1 mixed-integer linear programming model for self-scheduling problem of a

generation company owing hydro and thermal plants. We assume a price- maker generating

company, which means that it has the ability the market-clearing prices by means of altering its

offers in the market. The main tool of this model is the price-quota curve, which models the

ability of company price-maker to altering market-clearing prices. As result, we present a

computation tool of economic analysis for companies in the day ahead market.

Index Terms: Hydrothermal systems, self-scheduling model, price quota curve, electricity pool

market, market clearing procedure, mixed integer linear programming.

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02.047

Improving Special Protection Schemes with Operations Research

Analysis

A. Hoese

EEConsulting, San Juan, Argentina

The paper describes the fundamentals of Special Protection Systems (SPS) and their

strength relationship with mathematical models of the transmission network. New technical,

social and environmental restrictions are demanding SPS to deal with real-time assessment,

intelligent decision- making models, state estimators, optimization algorithms and heuristics

among other techniques of Operations Research (OR). State of the art in communication,

acquisition, control and monitoring devices together with real-time automation controllers allow

building these models as the core of a SPS, leaving behind the traditional concept of pre-

calculated "state tables" and the use of "ladder-logic" programming languages. Two recent

applications at the Central Interconnected System in Chile designed by the author are shown as

examples of this synergy between OR and hardware technology, to build successful SPS currently

in operation. The paper intends to emphasize the need of incorporating advanced OR techniques

in the design of core control algorithms for modern SPS in transmission power systems, and to

depict the advantages and challenges that it entails.

Index Terms: Power system analysis computing, power system modeling, system security and

reliability, special protection systems.

02.048

Optimal Involvement in the Futures Market for a Hydro Power

Producer

T. Forti da Silva and L. Nepomuceno

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

A power producer can use the futures market as a hedging tool against the volatility of

pool market prices, seeking a tradeoff between higher profits and lower risks. However, a

hydroelectric power producer must coordinate its participation in these markets with the

management of its reservoir levels in the medium term, transferring water from the rainy season

to the dry season. To solve this problem, this work proposes a two-stage stochastic programming

model that considers the uncertainties associated with the pool market prices and the water

inflows, using the conditional value at risk (CVaR) measure. The proposed model can be

effitiently solved via commercial available solvers and it is evaluated in a test system consisting

of 13 hydroelectric power plants over a period of one year.

Index Terms: Power portfolio optimization, electricity market, hydrothermal systems, conditional

value at risk, stochastic programming.

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TOPIC 3

THERMOELECTRIC POWER PLANTS

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03.001

Evaluación Estocástica de Plantas de Generación de Energía Eléctrica

en Ciclo Abierto y Ciclo Cerrado

B. Mombello1, F. Olsina2 y R Pringles2

1Facultad de Ingeniería de la Universidad Nacional de San Juan (UNSJ), Argentina 2Instituto de Energía Eléctrica (IEE), UNSJ-CONICET, San Juan, Argentina

Additions of power generation capacity usually commit significant amounts of capital

resources. In the long-term, returns of power investments are vulnerable to the occurrence of

unfavorable market conditions. Volatility of electricity and fuel prices, transmission constraints

and technical unavailability of the own installations introduce significant uncertainty on the

financial performance of the investment generation project actual. Decisions on capital

investments are typically ased on deterministic profita ility metrics such the project’s net

present value (NPV) and/or the internal rate of return (IRR). Nevertheless, because of the

uncertain factors realized returns may dramatically differ from projections at time of decision. In

fact, some unanticipated adverse scenarios can even endanger the survival of the generating

firms. For this reason, generation companies consider not only profitability expectations, but also

the involved risks. The objective of this article is to demonstrate the feasibility of applying

stochastic simulation for appraising generation investment projects under consideration of

exogenous and endogenous project uncertainty and its associated risks. A gas-fired open cycle and

a combined cycle power plant are used as exemplary investment projects. Expected profitability

and risk metrics, such as VaR (Value-at-Risk) and loss probability, are derived from these

distributions. Sensitivity analysis of return and risk metrics upon some driving variables is

performed.

Index Terms: Incertidumbres, rentabilidad, riesgo, valuación, inversiones, mercados eléctricos,

simulación, Monte Carlo.

03.002

Análise em Tempo-Real da Qualidade do Óleo Combustível em Unidades

Termelétricas de Combustão Interna

C. E. Teixeira1, E. L. Bonaldi2, L. E. Lacerda de Oliveira2, I. Noronha2, G. Lambert-Torres2, L. E.

Borges da Silva1, J. G. Borges da Silva2 e R. T. Ferraz3

1Universidade Federal de Itajubá (UNIFEI), Itajubá, MG, Brasil 2Instituto Gnarus, Itajubá, MG, Brasil

3SUAPE II, Brasil

This paper presents a methodology able to diagnose, non-intrusively via ultrasound

signature techniques, the quality of the fuel being supplied to large diesel engines. This

methodology has been implemented at Suape II Thermal Power Plant, which has 28 MVA

Wärtsilä generators. At this level of power, any reduction of generation capacity due to the poor

quality of fuel propellant generates significant revenue losses. The main idea behind the

ultrasound signature techniques is based on each kind of oil has a signature when exposed to a

specific signal of ultrasound. When the oil varies, this signature also varies and can establish a

distance between signatures generating an index of distance.

Index Terms: Qualidade de óleo combustível, manutenção preditiva, monitoramento da condição,

processamento de sinais, sistemas de medição, turbogeradores.

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TOPIC 4

THERMONUCLEAR POWER PLANTS

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04.001

Análise da Hidroeletricidade e Termoeletricidade Nuclear no Contexto

do Planejamento Energético Brasileiro: Uma Abordagem Sob o Aspecto

Estratégico e Econômico

R. F. Otobe Jr.1, J. Gramulia Jr.2, R. T. S. Pinto1, P. T. L. Asano1, J. M. L. Moreira1 e P.

Carajilescov1

1Universidade Federal do ABC (UFABC), Santo André, SP, Brasil 2Instituto Federal de Educação, Ciência e Tecnologia de São Paulo (IFSP), São Paulo, SP, Brasil

Considering the context of the Brazilian Energy Planning, it is reiterated the great

importance of the thermoelectricity in order to guarantee an optimum operation of the reservoirs

in a given planning period. In other words, it can be affirmed through results obtained by

computational simulations that thermoelectricity plays a fundamental role in meeting the

demand for electric power in a Hydrothermal Power System. Evident that the thermoelectricity,

when used efficiently, shows a strategic and operational value of great importance in the

Brazilian electricity matrix. Based on this scenario, the present work will analyze hydroelectricity

and thermoelectricity in the context of Operation Planning of Hydrothermal Power Systems.

Considering that there is no cost of fuel related to hydroelectricity, this paper will analyze the

present forms of planning and it will discuss alternatives to optimize the electric power

generation complemented by thermoelectric, especially nuclear thermoelectric, which presents

itself as a base complementary source and constant throughout the planning period, given its

lower cost of fuel compared to other sources, and of course, it will discuss the strategic aspect and

the energy security, given the fact that this is a technology in the domain of our nation.

Index Terms: Complementação térmica, hidroeletricidade, planejamento hidrotérmico,

planejamento energético, segurança energética, termoeletricidade nuclear.

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TOPIC 5

HYDROELECTRIC POWER PLANTS

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05.001

Técnica de Produção e uso de Sedimentos Artificiais para Ensaios de

Modelos Reduzidos de Usinas Hidrelétricas

B. S. C. Capello1, J. L. Z. Tarqui2, A. P. M. Saliba2, C. B. Martinez2 e E. M. F. Viana2

1Potamos Engenharia e Hidrologia LTDA, Brasil 2Universidade Federal de Minas Gerais (UFMG), Brasil

The reduction of the storage capacity and the regularization in the reservoirs generates a

gradual decrease in the capacity of generation of energy and has a strong impact on the national

electricity system. The reduction of the capacity of regularization is study by means of reduced

models of moving bottom, the sediments used in the models will be representative in the relation

of the geometric and dynamic similarities of the transport process of the sediment in the

prototype (real scale). Various types of sediments are used such as high density wood forest

residues, but these materials are difficult to obtain and decompose over time. Thus, the use of

artificial (synthetic) and low-cost materials should be compared as an alternative to this type of

application. The article presents the development of a methodology and preliminary results of the

study of the physical and hydrodynamic characteristics of tire rubber grain for its use in reduced

models that allow to represent the behavior of the original material (sand grain) present in the

sediment transport process (involving the drag, suspension and deposition) in the reservoir.

Index Terms: Models, micro hydro power, reservoir, sediments, hydraulic.

05.002

Perda de Carga em Labirintos Sob Pressão

A. L. P. Castro1,2, E. A. M. Rico2, C. B. Martinez2, S. A. Coelho2 e A. G. Ferreira Junior2

1Universidade Federal de Ouro Preto (UFOP), Campus Morro do Cruzeiro, Ouro Preto, MG, Brasil

2Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil

In the Francis turbine rotors fluid leakage can be seen at the periphery between the rotor

inlet and the suction pipe and between the rotor and the top cap, these leakage locations are

called labyrinths. The labyrinths are the interstices formed by the pairs of fixed and movable

wear rings which are positioned so that they have the function of non-contact sealing and are

strategically constructed with the function of minimizing the leakage of fluid from a system, the

rings have the shortest distance between the rotating and fixed part of the rotor of the turbine,

which consequently generates a greater use of the available energy. In this system, as the

rotation increases the pressure difference (ΔP) tends to decrease. As the flow through the

labyrinth respects the relation of load versus internal loss of charge there will be a reduction in

the flow outflow. To verify this assertion, it was developed based on the studies of Idelcik (1960)

and Pfleider and Petermann (1979), an equation for the calculation of the head loss and the other

calculations necessary in labyrinths of the simple type that is a model of labyrinth in Cylindrical

ring used in rotors manufactured for available falls of up to 60 meters. The equation found results

in the head loss in a function of pressure variation, friction coefficient and labyrinth width.

Index Terms: Turbina francis, labirintos hidráulicos, perda de carga, perda de carga em

labirintos.

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05.003

Descargas Parciais em Hidrogeradores - Uma Avaliação de Técnicas de

Mineração de Dados no Monitoramento e Acompanhamento do

Fenômeno

A. C. N. Pardauil1, U. H. Bezerra1, W. D. Oliveira1, H. P. Amorim2 e A. T. Carvalho2

1UFPA, Brasil 2CEPEL, Brasil

Measurement and analysis of partial discharges (PD) is one of the most effective methods

for analyzing the statistical isolation of the generator. However, despite having well-defined

patterns, it is not trivial to fitting the signals in these patterns, due principally to the variations

of PD of the same type of the problem. The use of a tool that streamlines this process is suggested

in this work, as it is a solution for analyzing large amounts of information. A hybrid

(unsupervised / supervised) approach was applied to identify patterns and then will make the

classification in the known forms of PD. This paper proposes the use of data mining techniques

based on clustering to group the characteristic patterns of PD DP into hydro generators, defined

in standards. Then, decision trees are trained to classify cases from new measurements. A

comparative analysis will be performed between clustering algorithms and decision trees to for

choose what is the superior combination to made the better classification to the diagnosis of

machine.

Index Terms: Clustering, data mining, decision tree, partial discharges.

05.004

Guidelines for the Hydraulic Potential Studies of Mining Plants for

Electricity Generation

I. E. V. Passos and E. M. Leal

Federal University of Ouro Preto (UFPO), Campus Morro do Cruzeiro, Ouro Preto, MG, Brazil

Currently, the Brazilian mining sector is recovering from a crisis due to the recent events

that have raised doubts about the conditions of tailings dams and their structural efficiency. It is

known that one of the great problems of the mining companies is the use of water resources in the

ore transportation and storage of waste and one of the great expenses of their plants is the high

consumption of electric energy to feed the engines. This paper aims to discuss and seek the

possible ways to take advantage of the available water resources in the exploration regions. The

objective is to show the guidelines for the establishment of hydroelectric power plants in mining

plants. It will also be discussed the possibility of reducing the demand for electric power

purchased from concessionaires and the sale of surplus electricity to other companies, which

makes it attractive for mining companies to generate energy through the reject dam, since the

water resources available in the region are used in the ore extraction and enrichment.

Index Terms: Mining, tailings dam, power generation, hydraulic energy, sustainability.

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05.005

Study of Hydrocytetic Turbine Application as a Solution for the

Generation of Electrical Energy in Isolated Communities

I. E. V. Passos, E. M. Leal and V. R. Cavalcanti

Federal University of Ouro Preto (UFPO), Campus Morro do Cruzeiro, Ouro Preto, MG, Brazil

Energy is the key element in the human society development. It is the driving force of

most services destined to benefit people. As one of the energy production sources, the fossil fuels

are pointed out as the main cause of climate changes suffered by the planet. In that context,

alternative ways of clean energy production are necessary. Brazil is known for its energy

generation potential due to its huge land extension and water resources. This work presents a

possible solution for energy production to different applications, aiming sustainability and ease of

deployment, the hydrokinetic turbine. The hydrokinetic turbine studied was the Gorlov turbine.

The QBlade software was used to evaluate the airfoils used in such turbines, showing advantages

for the NACA 0018 profile. A profile in such turbine must present a stronger geometry in order to

be more impact resistant. Finally, the hydrokinetic turbine reappears as an alternative of clean

energy source with low environmental impacts. The hydrokinetic turbines can produce energy to

small companies, communities, and to places far from the public network, where there are

problems involving electrical network lines.

Index Terms: Energy generation, hydrokinetic turbine, isolated regions, sustainability.

05.006

Study of the Effect of the Complementary Use of Wind Energy on the

Load Recovery Capacity of Henry Borden Hydropower Plant in Brazil

P. M. de Arruda, J. C. Teixeira and P. T. L. Asano

Universidade Federal do ABC (UFABC), Santo André, SP, Brasil

The Henry Borden hydropower plant in Brazil is supplied by the Pinheiros waterway,

which is elevated 31 m by Traição and Pedreira pumping plants to Billings reservoir, then falls

720 m towards the turbines. This height difference implies 5.654 MW/m3/s of energy gain. The

hydropower plant can also perform load recovery (black start) during a blackout. However, since

1992, it delivers 75% less power than its nominal 889 MW, due to water transfer restrictions. To

increase its generation, in normal operation and during blackouts, the water available at its

reservoir should increase. Feeding the pumping plants with wind energy could enable sending all

of Henry Borden's electricity to the grid. The proximity of Billings reservoir has reasonable wind

speeds and enough area to host a wind farm to generate the annual power the pumps demand.

Four different scenarios of wind energy use in a complementary way to Henry Borden were

investigated, before and during a long-lasting blackout, and the energy delivery to the grid was

compared. Different water levels at the reservoir were considered. The best scenario was the one

in which, in normal operation, wind energy is injected into the grid, and, during a blackout, it

powers the pumps.

Index Terms: Hydroelectric power generation, load management, power system planning, pumps,

wind energy.

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05.007

Influência do Incremento de Tempo no Estudo da Velocidade Crítica da

Espécie Pimelodus Maculatus

M. C. Sampaio1, E. M. de F. Viana1, R. S. Alonso1, E. A. M. Rico1 e D. M. de A. Diniz2

1Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil 2Centro Universitário UNA, Belo Horizonte, MG, Brasil

The installations of a hydroelectric’s implantation causes the interruption of the natural

flow of the rivers and with this we have an obstruction of the traffic of fish. This becomes more

sensitive when these buses stops the migration of the species during the reproductive period,

forcing them to find another forms of migration or simply preventing them from that. In many

cases, individuals migrants seek to overcome the rails by entering the suction tubes of the

hydraulic turbines and moving to near the rotors of the machines. The entry of fish into the

hydraulic turbines can cause death events with severe environmental and legal repercussions. To

try to minimize this impact, Fish Transposition Mechanisms (MTP's) are installed, in charge of

connecting the downstream region to the reservoir, allowing the species to access upstream to

continue the natural reproduction process. In order for the design of these mechanisms to be

effectively, it is necessary to know the swimming characteristics of the species to be transposed.

Thus it is necessary to identify the speeds developed by the fish in order to design devices that

allow the species to be able to perform the transposition. The identification of the swimming

capacity of the fish is done through the determination of the critical velocity. For this are used the

methodology and apparatus based on Brett's (1964) breathalyzer. This work presents a study on

the reduction of increment of the time of changing speeds during the test of 10 to 05 and 04

minutes for the the critical’s speed calculations. This reduction of the time increment directly

impacts the working capacity of the research groups regarding the survey of the critical speeds of

Neotropical fish species. The target species in this study is Pimelodus maculatus, better known as

mandi-amarelo. The statistical differences obtained with the tests are analyzed in order to verify

the possibility of carrying out the tests with increments of speed with intervals of time less than

10 minutes.

Index Terms: Neotropical fishes especies, pimelodus maculatus, fish transposition mechanisms,

fish swimming, critical velocity.

05.008

Tecnologias de Protec ão da Ictiofauna em Empreendimentos

Hidrelétricos

A. A. Cesário Porto1, E. M. de Faria Viana2 e C. Barreira Martinez2

1Usina Hidrelétrica Retiro Baixo, MG, Brasil 2Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil

The Hydroelectric Power Plants are the most important source of energy in Brazil. At the

beginning of the XX Century, the Electric Sector has passed the environmental problems witch

was gradually surpassed or mitigated. Among the questions that were open, stand out those

subjects about aquatic fauna, in special the icthyofauna. The literature list that the main

anthropic factor is a loss of biodiversity and the change of the habitats. The dealerships has been

striving to mitigate the negative impacts of its reservoirs on fish community. One of the most

discussed impacts among the specialists is an interception of migratory fish routes through out

the dam, which leads to interference of the fish community. Attention towards this impact is

extremely relevant when consider the diversity of fish species in Brazilian rivers and their

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importance in the culture and subsistence of people who lives near the river and in the economy

(Junho, 2008). This project have the purpose to show the impacts from the hydroelectric power

plant implantation on the fish community and in their respective migrations actions through

detailed analyzes, preventive studies and applications of viable technological alternatives during

the Project, aiming for operational improvement (Services of operation and maintenance – O&M)

and the environmental viability of the enterprise. Next is presented the case study of Retiro Baixo

HPP where the improvements and technological mechanisms proposed during the Project

resulted in a significant improvements in the system. In order to achieve this result, we verified

the main locations where fish mortality could occur and the solutions arrangements. Next the

possible conditions for machine shutdowns and maintenance of the systems were studied. The

gains from the modifications were evaluated based on the operational facility and the reduction of

fish mortality in the HPP.

Index Terms: Electrical sector, hydroelectric power plants, impacts, technological innovations.

05.009

Uma Metodologia Laboratorial para Avaliação de Funções de Proteção e

Controle Associadas à Excitação de Geradores Síncronos

D. P. F. Fraga, I. B. M. Rocha e A. L. M. Coelho

Universidade Federal de Itajubá (UNIFEI), Itabira, Brasil

The synchronous generator is an important component of the electrical power systems

and it is subjected to various risks, especially in its excitation. For this reason, the use of

protection devices to safeguard the generators is essential. In this sense, this paper presents the

results of a numerical protection relay behavior in response to various events which the

generators may be subjected. For this, loss of excitation and overexcitation caused by load

shedding in a synchronous generator of salient poles were simulated in a test power system

simulated in Simulink/Matlab environment. The secondary voltage and current signals from this

simulation are converted to COMTRADE format and loaded in a secondary test equipment to

be applied in the generator protection relay under test. The main results and conclusions are

presented and analyzed from the oscillograms, time relay responses and based on the literature

references about the theme.

Index Terms: IED, loss of excitation, overexcitation, protection relay, synchronous generator.

05.010

Simulação em Tempo Real para Avaliação da Proteção de Perda de

Excitação e de Sincronismo de Geradores Síncronos

B. F. Pinheiro, L. D. Silva, P. M. Silveira e A. L. Magalhães Coelho

Universidade Federal de Itajubá (UNIFEI), Itajubá, Brasil.

An important part of the synchronous generator is the excitation system. Any failures in

the excitation system can cause several consequences for the generator and power system

connected to it. The loss of excitation is worst event that can happen in the generator

excitation system. This disturbance can cause the machine to lose synchronism with the power

system. In additional, these events can cause the overexcitation of the neighboring generators. To

minimize these effects, it is necessary to isolate the synchronous machine quickly using

protection relays with the following ANSI functions: loss of excitation (ANSI 40), loss of

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synchronism (ANSI 78) and overexcitation (ANSI 24) protections. So, this paper presents an

evaluation of these protections functions of a numerical relay for loss of excitation and loss of

synchronism events. Computational simulations using a Real Time Digital Simulator (RTDS)

and closed loop tests are performed for this purpose. The results and conclusions are presented

and analyzed from the oscillograms, based on the time relay responses and based on the main

gaps observed in the literature.

Index Terms: Loss of excitation, loss of synchronism, overexcitation, real time digital simulator,

synchronous generator.

05.011

Simulação em Tempo Real para Teste e Análise da Proteção contra

Faltas a Terra em 100% do Estator de Geradores Síncronos

P. I. D. Correa, P. M. Silveira e A. L. M. Coelho

Universidade Federal de Itajubá (UNIFEI), Itajubá, Brasil.

One of the important aspects when analyzing the generators protection is the grounding

type of the stator neutral, which will define the protection philosophy to be used. The type of

generator grounding depends of the machine size. For large machines, a high value of grounding

impedance is generally used to limit the fault current. The use of this type of grounding can cause

problems related to overvoltage and insensitivity of the differential protection against stator-to-

ground faults. Once phase-to-ground faults occur, a careful analysis of the stator protection

philosophy (ANSI 64) of the synchronous generator is necessary. So, this paper presents a set of

tests to evaluate the 100% protection of the stator of synchronous generators for phase-to-ground

faults. For this, computational simulations are performed using a synchronous machine model of

the Real Time Digital Simulator (RTDS). In additional, the real-time performance of a

commercial relay using a hardware-in-the-loop scheme is analyzed. The main results are

presented and discussed observing the gaps of the literature.

Index Terms: 100% stator protection, RTDS, synchronous generator, phase-ground faults, third

harmonic voltage.

05.012

Influência da Taxa de Infestação de “Limnoperna Fortunei” na Redução

da Potência de Turbinas Hidráulicas

E. A. M. Rico1, C. B. Martinez1, A. L. P. Castro2, T. R. D. C. Souza1 e M. E. C. Ribeiro1

1Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil 2Universidade Federal de Ouro Preto (UFOP), Campus Morro do Cruzeiro, Ouro Preto, MG, Brasil

Hydro-generator equipment has a lifetime that is related to several factors. Living

organisms can negatively impact the shelf life of equipment, such as mollusks that can adhere to

equipment surfaces by increasing surface roughness and causing increased pressure drop. In

Brazil, some of the most representative bio- invasion occurrences are related to the introduction

of the "Limnoperna fortunei" mussel, originating in Southeast Asia, introduced by the water of

ship star and has a new distribution, not Brazil, Argentina Uruguay, Paraguay and Bolivia. From

the incrustation in the pipes and condoms of the hydroelectric installations, this organism causes

an occlusion in the pipes, generating an increase of loss of load and losses of efficiency in the

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systems. This work presents an investigation about the influence of the rate of infestation of the

Limnoperna fortunei in the increase of the internal losses of small hydraulic turbines of type

Francis taking into account the temporal evolution of the same one. For this, a case study of a

turbine that equips a Hydroelectric Generating Station (CGH) that is submitted to the infestation

of Limnoperna fortunei is presented. As it is an infestation advances it causes increased internal

losses, especially inside the spiral box.

Index Terms: Limnoperna fortunei, central geradora hidrelétrica (cgh), turbina francis,

velocidades, caixa espiral.

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TOPIC 6

SMALL POWER PLANTS

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06.001

Effect of Working Fluids on Organic Rankine Cycle for The Recovery of

Low-Grade Waste Heat

E. S. R. Escalante, J. A. de Carvalho Junior and J. A. P. Balestieri

São Paulo State University (UNESP), Campus of Guaratinguetá, Guaratinguetá, SP, Brazil

This paper presents an analysis of basic organic Rankine cycle (ORC) used five type of

working fluids: one wet fluid (R717), two isentropic fluids (R11 and R12) and two dry fluids

(benzene and R113) with boiling point ranging from - 33,35°C to 79,85°C, to convert waste energy

to power from low- grade heat source. These organic fluids are analyzed and compared, in the

order to determinate with which of them the best performance can be obtained. The evaluation

will be performed using a combined first and second law of thermodynamics and varying certain

system operation parameters at saturation conditions. Results from these analysis show that the

higher system thermal efficiency was obtained with the working fluids R11 and R113 compared

with the others working fluids. In addition, the fluid that shows the best thermal efficiency is the

one that the highest boiling point.

Index Terms: Organic rankine cycle, working fluids, thermal efficiency, waste heat.

06.003

Análise da Eficiência de Grupos Diesel Geradores em uma Plataforma

de Perfuração Equipada com Sistema de Posicionamento Dinâmico

B. de Almeida, C. O. P. Piernagorda, R. M. Monaro e M. B. C. Salles

Escola Politécnica da Universidade de São Paulo (POLI-USP), Butantã, SP, Brasil

In oil exploration activities there is a special type of platform with the capacity to drill

and prepare the wells for production. These units are called drilling rigs. Most of these vessels

uses dynamic positioning systems in order to maintain its position. A dynamic positioning unit

has its power system typically powered by diesel generator sets connected to medium voltage

busbars and are responsible for feeding the entire electrical plant including the thrusters,

providing thrust against the resultant weather conditions applied on the platform. In this

context, this work will obtain the consumption of the diesel generator sets for a typical platform

based in two different electrical configurations for the medium voltage switchboards: with them

connected (single busbar) and for segregated (three split). To achieve this objective the diesel

consumption curve of the engine will be used and real propulsion load data were obtained in

different scenarios: with the unit keeping position at a desirable location and during sailing. This

analysis is relevant because will bring the fuel consumption levels at these different scenarios

and which one it is possible to reduce the consumption, obtaining greater economy and also

allowing the decrease of the greenhouse gases emission.

Index Terms: Diesel engines, fuel economy, marine equipment, power systems, propulsion.

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06.004

A Redução da Vida Útil de Máquinas Hidráulicas por Ação de Abrasão.

Um Estudo de Caso Sobre a Amazônia Brasileira

R. O. P. Serrano1, 3, L. P. Santos1, A. E. C. Palomino1, A. L. Pilz de Castro1,2, E. M. F. Viana1 e C.

B. Martinez1

1Universidade Federal de Minas Gerais (UFMG), Brasil 2Universidade Federal de Ouro Preto (UFOP), Brasil

3Universidade Federal do Acre (UFAC), Brasil

The rivers of the Amazon region present a high sediment load, which pass through the

hydraulic machines causing abrasive wear, reducing the useful life of the equipment. The wear

resistance due to abrasion and erosion of the rotors, depends on the characteristics of the

materials used in its manufacture, however this wear is almost impossible to be totally avoided.

This work presents a study of wear caused under a metal surface of the rotor blades of a small

hydraulic turbine. In this analysis, the pellet samples collected at Acre River near the city of Rio

Branco (AC) with different grain particles having D50 of 0,097mm, 73% of the sample of sand.

Such wear can interfere with the profile of the equipment, reducing the efficiency of the

equipment. The micro abrasion tests carried out on the AISI 8620 steel showed that as semi-

rounded forms of the sediments, they can cause micro- grooving and deformation of the surface,

as well as erosion by flow of the mixture.

Index Terms: Abrasives, impellers, sediments.

06.005

Estudo do Triângulo de Velocidades e Forças Atuantes em um Rotor

Francis: um Foco na Influência do Desgaste por Erosão

L. P. Santos1, R. O. P. Serrano1, 2, A. G. Ferreira Júnior1, J. L. Z. Tarqui1 e E. M. F. Viana1,

1Universidade Federal de Minas Gerais (UFMG), Brasil 2Universidade Federal do Acre (UFAC), Brasil

The erosive wear on hydraulic turbines occurs due to the presence of solid particles

immersed in the working fluid and causes the loss of rotor material reducing its efficiency and in

some cases rendering it unusable. Methods of coating hydraulic machines blades to reduce

erosion, have as consequence an increase in blade thickness which in turn modifies the velocity

triangle and the forces acting on the rotor. This article describes the design of a Francis rotor and

elaboration of the velocity triangle for three hypotheses considering variation in blade thickness

and an ideal situation considering it infinitesimal, in order to correlate the velocities found in

each condition with the drag force acting on the rotor surface, to verify that the advantages of the

coating process are greatly reduced with the increase of forces. The difference in pressure over the

same area and assumptions with different blade thicknesses can be neglected according to the

analysis, given the advantages of the coating process.

Index Terms: Francis turbine, erosion, velocity triangle, drag force.

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06.007

Simulação de uma Rejeição de Carga e os Efeitos Causados pela

Incrustação do Mexilhão Dourado nos Condutos Forçados das Centrais

Geradoras Hidrelétricas no Brasil: Um Estudo de Caso

A. G. Ferreira Jr, C. B. Martinez, A. P. M. Saliba, R. O. P. Serrano, L. P. Santos e T. R. da Costa

Universidade Federal de Minas Gerais (UFMG), Brasil

The Golden Mussel is a freshwater bivalve mollusk that has caused several

environmental and economic problems in some hydroelectric plants in Brazil. The first detection

of this mollusk in Brazil occurred in the late 1990s. The infestation of the penstocks by this

mollusk has special influence on systems with small diameters, typical of low power hydroelectric

plants. When Golden Mussel infestation occurs in the penstocks of these developments, a

significant increase in relative roughness (e/D) is observed. This work aims to evaluate the

influence of Golden Mussel infestation on hydraulic transient in penstocks of these systems that

operate with 1.000 kW machines, evaluating three penstocks separeted of different lengths

during a load rejection with 100% of nominal flow. To obtain the desired results, the method of

characteristics was used to calculate the hydraulic transients, in a simple system composed of a

penstock with an upstream reservoir and a valve downstream. The closing time of the valve was

adopted as slow, that is, greater than the critical time. First, the method of characteristics was

applied to the penstocks without incrustation by the Golden Mussel. Then, a simulation of

infestation was performed with the Golden Mussel, according to the roughness detected by Souza

et al. (2016) of the uniform type, throughout the length of the penstocks, and a load rejection was

simulated to evaluate the effects of this infestation. The results showed a difference between the

values of the maximum overpressure in the penstocks without and with infestation by the Golden

Mussel. Within this context, it was verified the need to change the closing law of the maneuver

equipment, when the penstocks are under infestation by the Golden Mussel.

Index Terms: Hydraulic transients, load shedding, Golden Mussel.

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TOPIC 7

RENEWABLE AND NON-CONVENTIONAL SOURCES OF

ELECTRIC POWER (FUEL CELL, SOLAR, WIND,

BIOMASS, ETC.)

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07.001

Nova Metodologia para a Estimativa da Capacidade de Acomodação de

Geradores FVs em Sistemas de Distribuição de Energia Elétrica

L. C. Brolin e F. C. L. Trindade

Universidade Estadual de Campinas (UNICAMP), Campinas, Brasil

Typically, electric power distribution systems were not designed for the massive

connection of generators. Therefore, technical problems can happen due to the growth in the

number of generators connected to distribution systems. To ensure that the system operates

within the quality standards imposed by regulatory agencies, utilities must evaluate the

connection requests prior to the installation of a new photovoltaic generator (PV). Conducting

case-by-case studies requires a large number of man-hours and processing time due to the need of

repetitive power flow and short-circuit calculations. Thus, the development of metrics and

procedures that allow the utility engineers to assess the connection requests faster should be

adopted. This paper presents a sensitivity study of hosting capacity with respect to local network

parameters. From the results provided by the sensitivity study, a graphic approach is proposed to

check if a rooftop PV can be connected to the low voltage distribution system without any steady-

state overvoltage problem.

Index Terms: Capacidade de acomodação, sistemas de distribuição de energia elétrica, sistemas

solares fotovoltaicos, sobretensão.

07.002

Optimal Investment Allocation for Supplying Isolated Systems by

Renewable Energy Plants

M. H. Balan, D. S. Ramos, E. Guarnier and L. A. S. Camargo

Escola Politécnica da USP, SP, Brasil

In Brazil, the Isolated Systems represent those unconnected to the National

Interconnected System. They are geographically distributed in 234 systems (representing a load

of approximately 482,7 MWavg), mainly located in the Northern States, where the environmental

preservation and great distances make the connection with the National System unfeasible. As

consequence and given the favorable logistics for fuel supply, they are characterized by the strong

dependence of small diesel power generation, an expensive fuel source and environmentally

unfriendly. Then, the replacement of diesel per renewables power generation systems can bring

benefits for the Isolated Systems. In this context, we propose a general methodology that aims to:

(i) minimize the overall costs of electric power generation in Isolated Systems and (ii) to evaluate

the technical and economic attractiveness of renewable generation systems implantation in such

locations. The considered portfolio is composed by solar, wind and small hydroelectric power

plants, which stand out for being environmentally suitable and be operated in an integrated way

at minimal global cost.

Index Terms: Power generation planning, isolated power systems, renewable energy sources, solar

energy, wind energy.

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07.003

Análise de Desempenho da Potência Hidráulica de uma Turbina

Hidrocinética em Ambientes com Alto Conteúdo de Sedimentos

E. C. Machado, O. R. Saavedra e V. L. Paucar

Federal University of Maranhão (UFMA), São Luís, MA, Brazil

Researches conducted in the northern coast of Brazil reported significant potential

indicators of tidal energy (tides and tidal currents) especially at the coast of the states of Amapá,

Pará and Maranhão. Those regions are characterized by the strong influence of large rivers,

especially of the Amazon river, with an enormous volume of sediments. The performance of a

submerged hydrokinetic turbine considering a marine environment with high sediment content is

yet unknown. In this paper, the study of the impact of the sedimentation level on the performance

of hydrokinetic turbines in oceanic estuaries is presented. Studies and simulations were

performed using the ANSYS platform. As case study, a site located in the Bay of São Marcos

(State of Maranhão) was considered. The data of ocean currents was collected in March of 2017

and used to elaborate a mathematical model to analyze the behavior of a marine hydrokinetic

turbine in environments with high sediment content. Results of performance of the turbine are

reported, including sensitivity analysis in relation to sediment concentration and ocean depth as

well.

Index Terms: Marine technology, renewable energy sources, turbines, wave power, navier-stokes

equations.

07.005

Otimização da Operação de Baterias em Sistemas de Distribuição de

Energia Elétrica

A. L. M. dos Santos, L. W. Oliveira, B. H. Dias e J. G. de Oliveira

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

This work proposes an optimization application for the planning of the operation of

storage systems in electricity distribution networks with the insertion of renewable wind

generation. For this, an optimum power flow algorithm is applied with the inclusion of the power

supplied or absorbed by banks of batteries as an optimization variable in the developed model.

The objective is to minimize technical losses with minimum investment cost in storage systems,

observing network constraints, such as voltage limits and load curves, as well as the variation of

power from the renewable energy sources present in the system. A contribution of this work is

analysis of the best places of the network for the allocation of batteries through sensitivity

indexes from Lagrange multipliers. Another contribution is the assessment of the impact of

representing the battery efficiency variation with its state of charge and current. A case study

using a known system in the literature is performed to evaluate the proposed application.

Index Terms: Storage system, distribution network, optimal planning, optimization.

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07.006

Controle Dinâmico de Descarga de Baterias Através de Sistema

Imunológico Artificial

P. H. D. Vidal1, A. L. M. dos Santos1, L. W. Oliveira1, J. G. de Oliveira1 e Â. R. Oliveira2

1Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil 2Centro Federal de Educação Tecnológica (CEFET-MG), Unidade Leopoldina, MG, Brasil

Storage devices, as batteries, super capacitors and flywheel systems are being introduced

or investigated to be added to modern electric distribution systems (EDS) for many reasons.

Among them, it can be highlighted the increased growth of the distributed generation (DG) in an

electrical network due to technical and environmental issues. The battery energy storage systems

(BESS) aid the operation of renewable resource based DG within the concepts of smart grids,

since such generation presents an intermittent behaviour over a planning period. The connection

of a BESS into the electrical grid comprises some power electronic devices as power converters

with relevant impact over some network requirements as the energy quality, the voltage and

frequency levels, the power factor and the total harmonic distortion. Therefore, the output must

be properly handled before being injected into the system. Moreover, there charging behaviour of

a BESS is non-linear and the evaluation of such parameter is important for preserving the life

time of the battery as well as too obtain a good quality signal at its output. Finally, some

constraints of a dynamic model for a BESS are significant, as its output current, internal

impedance and voltage between poles. A proper parameter setting of a BESS dynamic model can

enable an efficient control strategy to improve the system operation. In the described scenario,

the application of optimization approaches is potential to find a good setting for a BESS control in

face of the EDS requirements. For instance, an optimization method is applied in [1] that seeks to

obtain the optimum value of the Proportional-Integral-Derivative gains which reduce the steady

state error. In the same line of research, the present paper proposes an optimization approach

based on the metaheuristic known as Artificial Immune System (AIS). The objective is to obtain

good parameters setting for a BESS that optimizes the voltage behaviour of the system output for

improving the energy quality at the connection point with the grid. Constraints as the minimum

and maximum SOC and recharging rate, as well as maximum output voltage overshooting are

observed.

[1] Hsiao, Y.-T., Chuang, C.-L. and Chien, C.-C. (2004). Ant colony optimization for

designing of PID controllers. In: 2004 IEEE Int. Symp. Comp. Aided Contr. Syst. Des., pp.321-

326.

Index Terms: Artificial immune systems, battery energy storage system, distributed generation,

distribution systems.

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07.007

A Questão da Garantia Física: Proposta para Estimular a Geração

Adicional por Biomassa no Período Seco

Z. J. Souza

União da Indústria de Cana de Açúcar (UNICA), SP, Brasil

In 2014, the average Price for Settling Differences (PLD) started January at R$ 378/MWh

and was in February and March at the upper regulatory limit (R$ 822/MWh). During the same

period, biomass generation increased by more than 70% in relation to the same quarter of 2013.

In April 2017, the weekly PLD exceeded the level of R$ 300/MWh and this is indicating that it

should remain higher than in 2016. Considering that the supply of biomass generation is not so

inelastic in the short-term, this conjuncture could stimulate biomass generation. However, the

regulatory scenario had the following changes that inhibit this extra generation: (i) the process of

judicializing/default in financial settlements in the spot market (MCP); (ii) a large part of the

biomass plants had no physical guarantee defined in a regulatory act in 2014/15 and started to

have in 2017; (iii) even for the plants that had physical guarantees granted, a new methodology to

review the ballast was instituted in 2017, also making it difficult to sell additional generation in

contracts. The article presents the following proposal: allow that the monthly biomass generation

can be sold in the form physical guarantee or contracts, avoiding positive exposure in the MCP.

Index Terms: Biomassa, comercialização, garantia física, geração mensal, setor sucroenergético.

07.008

Avaliação da Complementaridade das Usinas Hidráulicas e Eólicas

frente às Mudanças Climáticas

N. Scherner, J. W. Marangon Lima, L. M. Marangon Lima e A.R. de Queiroz

Federal University of Itajubá (UNIFEI), MG, Brazil

Wind and hydro power plants are classified into renewable energy because they

contribute to decrease the greenhouse effect. However, the power production by these sources

depends on the climate variables like precipitation and wind which can be affected by climate

changes. Most of expansion and operation studies carried out by the National Interconnected

System (SIN) in Brazil use historical data of these variables and do not take into consideration

the dynamics associated with climate changes. Thus, it is recommended to analyze such changes

into the current operational planning, mainly because almost 90% of the power generation in

Brazil comes from hydro and wind sources. Some studies prove the existence of the

complementarity between wind and water sources in several regions of Brazil, through the

analysis of historical wind and precipitation series. This paper analyses the wind and

precipitation time series behavior and their correlation using both the historical and future data.

The future data are the results from the Global Climate Models (GCM), based on the

Intergovernmental Panel on Climate Change (IPCC) with the current update of the last meeting

in 2014. These are further transformed by downscaling to obtain a better resolution using the

ETA regional model. The regional model ETA has been the main tool to produce weather and

climate forecasts over South America since 1996 by the National Institute for Spatial Research

(INPE).

Index Terms: Climate change, hydroelectric power generation, hydro-wind complementary, wind

power generation.

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07.009

Melhoria do IDH por Meio de Eletrificação Sustentável

A. S. Jucá1, E. Oveira2, H. A. C. Mundin2, J. C. L. Fernandes2 e R. B. Sanchez2

1Centro Universitário Capital (UNICAP), SP, Brasil 2Centro Universitário ENIAC, SP, Brasil

The Human Development Index (HDI) is a benchmark used to rank countries through

their "human development" degree. This index is also aided in the indication of countries as

developed (very high human development), developing (medium and high human development)

and underdeveloped (low human development). It is an important indicator of the benchmark for

measuring the quality of life of people between countries. The level of energy consumption per

capita is one of the components of the parameter list used, without calculating the HDI, being

linked to people's energy consumption. Therefore, it is necessary that the person has a condition

of electric power, having a shower with heating through the electrical resistance, has a television

set, among other resources that depend directly and indirectly on electricity. All countries with

high HDI rates are consumers of large amounts of electricity. The per capita consumption of

electricity, measured in kilowatt-hours per inhabitant per year (kWh/hab/year) in developed

countries, as some variations, is considered as the minimum desirable parameter consumption

6,000 kWh/hab/ year. In Brazil, this figure is much lower and it is without a plateau of

2,200kWh/hab/year, that is, it is approximately one third of the minimum value necessary to

achieve a good waste of HDI. In this way, to provide electric energy at affordable costs and visibly

home environments. They are present in the agenda of the government plans of the Brazilian

municipalities. In remote localities where low-income communities are located, local electricity

generation based on the conversion of renewable primary energy sources, such as solar and wind,

has become a key factor in favor of improving the regional HDI, therefore, incentives to should be

implemented by the public power in partnership with the private sector. In this sense, the paper

proposes to demonstrate that there is an opportunity to improve the HDI, with the application of

the electrification of regions not served by the local energy matrix distribution system, which

analyzes the feasibility of applying mixed structures through distributed systems

microgeneration Photovoltaic and wind power plants. The researchers carried out a mapping of

the regions that do not have energetic electrical within the Brazilian territory, as well as their

climatic conditions, with the intention of proposing combined solutions that meet each region.

Index Terms: Energy sustainable, human development index, consumption of electricity, climatic

conditions.

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07.010

Análise Transitória de Faltas em Geradores de Indução Duplamente

Alimentados no Contexto da Energia Eólica

B. H. Pontes da Silva1, M. L. Anders2, R. M. Monaro2 e S. G. Di Santo2

1Escola de Engenharia Elétrica da Universidade de São Paulo (USP), SP, Brasil 2Escola Politécnica da Universidade de São Paulo (USP), SP, Brasil

This work investigates the behavior of the topology of the wind turbine based on Doubly

Fed Induction Generator (DFIG) when simulating faults in the stator and rotor machine

terminations. A DFIG model was simulated in the Matlab / Simulink software using a voltage

source with Thévenin equivalent to simulate an electrical network, an interface transformer, a

2MVA induction machine and two-level VSC voltage source converters connected in the back-to-

back topology. The control of the converters was conceived from the vector control strategy using

PI controllers designed from the Symmetric Optimum Method. The crowbar protection and

current protection of the inverters were also implemented in the simulation and then validated to

simulate the approximate behavior of the real DFIG system and then to verify the transient

behavior of the DFIG at the moment of single-phase, two-phase and three-phase faults at the

machine terminals. The objective of this investigation is to discover information still scarce in the

literature on the transient behavior of the DFIG topology, including the generating unit, cc link

and converters at the moment of internal faults to the system.

Index Terms: AC machines, circuit faults, simulation, transient behavior.

07.011

Estudo das Proteções de Geradores Eólicos Duplamente Alimentados em

Ambiente de Co-simulação Embarcada

F. A. L. Franco, F. C. N. Caetano, L. A. Sousa, R. M. Monaro e S. G. Di Santo

Escola Politécnica da Universidade de São Paulo (USP), SP, Brasil

The proposed paper is concerned with protection schemes of wind turbines, mainly for

protect the turbine from internal faults. The faults were applied in the converters’ terminals, i.e.,

in the stator and rotor side terminals. The paper begins with a control validation of an DFIG

topology with back-to-back converter and MPPT (Maximum Power Point Tracking). Then, some

protection devices, such as over-current, differential-current, over- and sub-voltage, power flow

and crowbar protection are included in the model and tested over different machine operations

mode, as well as fault conditions. The simulated system was modeled in Simulink and the

protection algorithms in Matlab software. After the validation of the protection algorithms, they

were co-simulated by PIL (Processor in the loop) with ARM Cortex M4 microcontroller. The

objective of this investigation is to discover information, still scarce in the literature, on the

transient behavior of the DFIG topology, including the generating unit, cc link and converters in

the moment of internal faults, as well as discuss about the protection scheme algorithms.

Index Terms: Wind generator, doubly fed induction generator, power converter, control, protection.

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07.012

Análise Transitória de Faltas em Geradores Síncronos no Contexto da

Energia Eólica

M. L. Anders, B. H. Pontes da Silva, R. M. Monaro e S. Giuseppe Di Santo

Escola Politécnica da Universidade de São Paulo (USP), SP, Brasil

Wind energy has been considered an attractive alternative for electricity generation.

There are several studies in the literature on faults in wind farms. There is, however, a lack of

research that includes internal faults in wind turbines. In this work the transient behaviour of a

variable speed wind turbine with a synchronous generator is investigated. A computational model

for the wind turbine was developed, using vector control techniques for back-to-back converter.

The PI controller gains were adjusted using the symmetric optimum method. The DC chopper

overvoltage protection and built-in over-current protec- tion of the converters were incorporated

to the system, in order to obtain the closest possible behaviour of the real system in the

simulation. Fault events were simulated at several points of the electrical system, varying the

fault resistance and fault type, and also considering different wind incidences. This research aims

to provide information on the transient behaviour of the wind turbine with synchronous machine,

covering the internal components such as the electric generator, direct current link and power

converters at the moment of internal faults to the system.

Index Terms: Doubly Fed Induction Generator (DFIG), simulation, internal faults, transient

behavior.

07.013

Factor de Capacidad de Turbinas Eólicas en Argentina

A. Jurado, E. Vinson, B. Cerne, P. Gill y F. Nicchi

Universidad de Buenos Aires (UBA), Ciudad Autónoma de Buenos Aires, Argentina

Due wind intermittence, the wind turbine annual energy generation is far from

theoretical one that arises from considering the nominal power of the turbine in the same period.

That situation is quantified by the so called Capacity Factor (CF). It depends of wind and turbine

characteristics. The CF is determinant for studies on feasibility and long term scenarios.

Calculation programs use the CF as an exogenous datum and, in some cases, as a constant in

wide regions. That induces –in some measure- rudimentary results. On the other hand, nowadays

there is some registered evidence about changes in wind velocity, around the world and also in

Patagonia. Then, the necessity of an accurate calculus for the CF over every specific region

emerges for reducing errors in mentioned studies of feasibility and long term scenarios. Another

problem is that –for CF calculus- it is necessary to use mean wind velocity at turbine height. That

data is of very difficult obtaining. At present work we propose to calculate the CF for two regions

in Argentina using wind data obtained from private individuals and for various power curves of

wind turbines. Results will be compared with others from regional data in use. We also propose to

compare the results with others calculated based on wind data at 10 m (supplied by national

weather service). That will permit quantify errors originated in turbulences and ground

roughness.

Index Terms: Capacity factor, wind turbine, wind data, scenarios, Argentina.

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07.014

Assessment of Environmental Influences in Solar Farms Efficiency: Case

Study of a Real PV Plant

R. J. dos Santos1, V. Carnelossi da Cunha1 and A. R. Donadon2

1Universidade Estadual de Campinas (UNICAMP), Campinas, Brasil 2Companhia Paulista de Força e Luz, Campinas, Brasil

Photovoltaic (PV) generation has attracted worldwide attention as a potential energy

source due to the necessity of diversifying the primary energy resources, technological advances

and reduction of costs. In this context, CPFL, one of the largest private utilities in Brazil, decided

to implement a 1 MWp solar farm, called USFV Tanquinho. Based on several measurements,

such as irradiance, active power, DC voltages and currents, collected along the operation of USFV

Tanquinho from January 2016 to April 2017, this paper analyzes the influence of cloud

enhancement, shading and soiling on solar farm efficiency and operation. Overall, this work

analyzes an extensive field data collection intending to assess three problems commonly faced in

photovoltaic generation in order to shed light on these issues.

Index Terms: Cloud enhancement, photovoltaic generation, shading, soiling, solar farms.

07.016

Desenvolvimento de Elementos de Aerogeradores no DigSILENT

PowerFactoryTM para Simulação Dinâmica de Sistemas Elétricos de

Potência

J. R. Silva Neto, C. B. Mendonça Oliveira e O. R. Saavedra

Universidade Federal do Maranhão (UFMA), São Luis, Brasil

This work opens way for a better exploration and dissemination of the DigSILENT

PowerFactoryTM computer system in the execution of simulations of electrical power systems

using wind turbines for time-domain flow study. The research was motivated by the scarcity of

information on the creation of projects within this platform. This software is present in more than

130 countries, including several South American countries. The DigSILENT PowerFactoryTM

covers studies for power transmission and distribution, with applications in load flow

calculations, short circuit, electromechanical or electromagnetic transient, harmonics,

overcurrent protection and reliability. The work shows how to use the main screens of the

program, data manager, besides the creation of projects, blocks, parameters and graphs, being

presented a concept for the 5 types of blocks, showing when and how to handle them. Also include

the elaboration of a wind control module developed foe the DFIG-Model for Stability, presenting

the wind speed being constant, increase in ramp and step, as well the analysis of the step angle,

rotor speed, active and reactive power and induced voltage in the stator. To illustrate the

procedures and models presented, case studies are included with analysis of results and

discussions.

Index Terms: DigSILENT PowerFactoryTM, instruction, developed modules, doubly-fed induction

generator, synchronous generator.

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07.017

Option Valuation of Solar Power Investments in an Office Building

F. Penizzotto, R. Pringles, J. P. Martinez and F. Olsina

Universidad Nacional de San Juan (UNSJ) y CONICET, San Juan, Argentina

Distributed renewable generation, such as rooftop solar photovoltaic, has grown

exponentially in the past few years. Despite its benefits, investments in solar energy need to be

encouraged in underdeveloped countries. More than 50% of Argentinian population lives and

works in cities, which actually represent more than 80% of the energy demanded all over the

country. In addition, 30% of this energy is consumed by buildings, where exist substantial saving

opportunities through the use of photovoltaic panels and small wind turbines. The recent

Argentinian Law 27.191 about the use of renewable energy, states that for the year 2025, 20% of

electrical consumption must be provided by clean energy sources. One of the challenges, among

many others more technical, that face self-generation decisions is about the economic benefits

that this technology can provide, since uncertainty about important variables like feed-in tariffs,

technology costs, and government policies is high. In this work, we have applied a modern

economic method to evaluate a rooftop solar photovoltaic project investment in a government

building in San Juan, Argentina (Civic Center of San Juan), in order to aid decision making. To

consider uncertainties, we apply Monte Carlo simulation to achieve an stochastic option

valuation. The option of “differing” the investment was taken into account. Therefore, the decision

of “when” is the right moment to exercise the option of investing is answered after a real option

analysis.

Index Terms: Photovoltaic systems, power generation economics, forecast uncertainty, decision

making, cost benefit analysis.

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07.018

Evaluación de la Energía Undimotriz en el sudeste de la Provincia de

Buenos Aires, Argentina

P. O. Prado1, J. J. Roberts2 y O. R. Noguera1

1Universidad Nacional de Mar del Plata (UNMdP), Argentina 2IPBEN-UNESP Guaratinguetá, Universidade Estadual de São Paulo (UNESP), Brasil

The objective of the project is to study and characterize the ocean wave energy resource in

the southeast coastal area of the Province of Buenos Aires, Argentina. The incipient development

in the country of this type of energy, the limited available information from official organisms and

the complexity of the thematic, lead to the necessity of working with qualitative information

derived from secondary sources. The study was restricted to the coastal area of the Buenos Aires

province ounded y the parallels 35°00’S and 41°00’S where 10 years of o servations were

carried out between the years 2000 and 2009. The information, provided by the Service of Naval

Hydrography of the Ministry of Defense, was processed and validated according to a defined

methodology for this case. This data was used to estimate the Significant Wave Height, the Mean

Wave Period and the Annual Mean Power, for the analyzed decade. From the results obtained in

the present work and considering the specific technical aspects it can be concluded that there is a

potential wave energy resource in the studied region, and it would be technically feasible to use it

for energy generation.

Index Terms: Recursos energético de las olas, energía marina, energías de los océanos, energías

renovables, planificación energética.

07.019

Economic Feasibility Study of Solar Photovoltaic Systems at Brazilian

Universities

A. G. Givisiez1, B. H. Dias1, L. W. de Oliveira1, W. O. Guedes1 and M. Z. Fortes2

1Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil 2Universidade Federal Fluminense (UFF), Niterói, RJ, Brasil

This paper presents an economic feasibility study of a possible implementation of a

photovoltaic system at a Brazilian University, which is a consumer connected to medium voltage

level. In this study, it is considered current electricity and equipment prices, as well as, applied

taxes. A sensitivity analysis is performed to find the best size of the solar power generation to the

university campus. Also, an additional study considering annual readjustment on electricity

prices is performed to evaluate the sizing and investment return with a different economic

perspective. This study considers net present value (VPL), internal rate of return (TIR) and

payback period to evaluate the investment. Finally, a tax incentive program is proposed to lower

prices of equipment, which boosts the investment return. The simulations results are promising

and show clearly that the current legislation and incentives are having good effect. However,

more incentive from the government would be considerably great to encourage even more

consumers to invest in distributed small/medium scale renewable energy.

Index Terms: Distributed power generation, photovoltaic systems, renewable energy sources, solar

power generation, economic feasibility study, public university.

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07.020

Investment Analysis of Grid-Tied Photovoltaic Systems: A Real Options

Approach

W. O. Guedes1, A. G. Givisiez1, B. H. Dias1, L. O. Willer1 and B. S. M. C. Borba2

1Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil 2Universidade Federal Fluminense (UFF), Niterói, RJ, Brasil

In recent years, photovoltaic energy use has been raising on the entire world, appearing

among the largest sources of renewable energy generation, behind only of wind energy and

hydroelectric power. In Brazil, even with all the favorable natural characteristics, this energy

does not have much participation in the energy matrix. With measures to promote the use of the

sun as a source of renewable energy generation, Brazil begins to see an increase in the

exploitation of photovoltaic energy. This study sought to analyze the best moment to invest in a

residential photovoltaic system, applying the Real Option Theory (ROT). The analysis were

carried out through the estimated cash flow during the useful life of the photovoltaic system and

the value of the project was calculated considering two premises, the immediate implantation of

the system, or using the option to wait to invest in the following year, searching the best scenario

for the investor. Traditional valuation methods such as net present value (NPV), internal rate of

return (IRR) and payback, as well as, the real options theory were used in this study as project

evaluation methods.

Index Terms: Real options, photovoltaic system, investment analysis, renewable energy, investment

value.

07.021

Optimal Investment on Solar Photovoltaic System Considering Different

Tariff Systems for Low Voltage Consumers

V. A. Cabral1, J. P. Lauro1, B. H. Dias1, I. C. da Silva Jr1 and V. H. Ferreira2

1Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

2Universidade Federal Fluminense (UFF), Niterói, RJ, Brasil

The increasing energy demands together with the energy prices and environmental

concerns brings the discussion on increasing the renewable generation in power systems. The

present work proposes a technical and economic study of solar PV systems in low voltage

consumers considering the optimization of the return on investment. The 25-year life span is

considered to- gether with real consumers’ load profiles. This work compares two different tariffs:

conventional and white tariff, according to Brazilian resolution REN 414/2010, and its update

725/2016. The latter, a time-of-use scheme to be implemented as an option for small consumers in

2018 in Brazil. The optimal arrangement is evaluated considering the number of solar panels,

frequency in- verter, protection, cables and structure, in order to obtain the best return on

investment in each tariff option. In addition, the lowest energy consumption was acquired to

make the system feasible considering the load profile of each consumer considered in this work.

Index Terms: Energy consumption, solar energy, solar power generation, white tariff, investment

analysis.

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07.022

Evaluación de un Sistema de Calefacción Solar- Eléctrico Aplicado a un

Digestor Anaeróbico Enterrado

M. A. Morales1, M. I. Sosa2 y A. C. Boucíguez1

1Universidad Nacional de Salta (UNSA), Salta, Argentina

2Universidad Nacional de La Plata (UNLP), La Plata, Argentina

This paper presents the design and implementation of a solar-electric hybrid heating

system that allows the maintenance of adequate thermal conditions in an anaerobic digester also

developed to adapt to the climate of the northern region of Argentina, where two extremely

important factors are combined: levels High solar radiation and extensive areas dedicated to

intensive cattle breeding. The digester is buried, which reduces heat losses to the medium, at the

same time has a thermal insulation designed with disposable materials that covers the internal

walls of the same. The total capacity of the digester is 1200 liters. This is built to work

continuously, has three containers that work in series, so the load goes through each one of these.

The heating system has a control circuit composed of two electronic thermostats that

simultaneously measure the temperature of the digester and the solar collector. The heating

system consists of a coil installed inside the digester, valves of water with electric lock and a

water pump. To evaluate the proposed hybrid system, the temperature is measured at various

points in the system. The results in the measurements of the various tests have been satisfactory

and demonstrate the advantage of using solar thermal energy in this case.

Index Terms: Biogás, digestor, colector solar, temperature.

07.023

Estudo de Caso: Proposta de Substituição de um Gerador de Diesel por

um Sistema Híbrido (PV / Diesel) para Geração de Energia Elétrica na

Comunidade Rural Nazaré no Município de Abaetetuba Pará

M. J. S. Rodrigues e S. Vale

Universidade Federal do Pará (UFPA), Belém, PA, Brasil

This work shows the technical feasibility of implementing a hybrid solar-diesel system

from the operational point of view for seven residences located Nazaré island, in rural of the

municipality of Abaetetuba the state Pará. In order to do so, intends to analyze the local where

the residences they are inserted, evaluating the installed load and the fuel consumption of the

generator group that attends the same. A survey was carried out of: total load and time of use of

the household appliances in order to estimate the energy demand and diesel consumption. It is

worth mentioning that the survey takes place in two moments: from 6:00 a.m. to 6:00 p.m. and

from 6:00 p.m. to 10:00 p.m. for the 12 months of 2016. Through an analytical method only the

photovoltaic (PV) generator and its components are sized, this because the diesel generator

already exists in the locality, a simulation is performed of the solar-diesel hybrid system with the

software Homer Energy analyzing the energy delivered by the PV generator, battery bank charge

state etc. It is also evaluated the reduction of diesel consumption with the insertion of the PV

generator.

Index Terms: Energía solar, sistemas híbridos (geradores fotovoltaicos e geradores diesel).

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07.024

Análise da Implementação de um Sistema de Geração Distribuída

utilizando Geração Solar Fotovoltaica para áreas degradadas e

Utilização de energia residual de Abastecimento de Água Utilizando

Bomba Funcionando como Turbina

L. M. Custódio, R. E. Lopes V. Valamiel e R.B. Cardoso

Universidade Federal de Itajubá (UNIFEI), Campus Itabira, Itabira, MG, Brasil

In Brazil, crises in the water sector have been recurrent, and, taking into account that the

generation of energy in Brazil is largely from generation in Hydropower Plants, and that the

main function of water, according to the Agência Nacional das Águas - ANA is the human supply

and the watering of animals, not the generation of energy, generation is a scenario where more

than ever, incentives and investments in the diversification of the energy matrix are needed.

Associated with this, we have the real insertion of the need to study and use alternative sources

of energy, and of energy use from the industrial sector. Thus, this study aims to analyze and

present solutions to improve the energy matrix in a proposal of distributed generation using the

spaces and potential energy potential located in the industrial, rural and municipal sectors. For

this, this work presents a possibility of building solar plants in degraded areas and the use of

energy, coming from the water supply network, using pumps functioning as turbines to recover

energy in the supply system. And present the results in order to try to classify them as to their

environmental, energy and economic impacts, aiming to understand the implementation of these

sources, and their importance for society as a whole.

Index Terms: Degraded areas, distributed generation, fotovoltaic generation, renewable generation,

recover.

07.025

Modelagem Via Redes Neurais da Capacidade de Sistemas de

Armazenamento com Baterias em Smart Grids Isoladas com Fontes

Renováveis

M. S. Pereira, P. B. Leite Neto, O. R. Saavedra e S. L. Lima

Universidade Federal do Maranhão (UFMA), São Luís, Brasil

In Brazil, in the next few years it is expected a great growth of the wind and photovoltaic

solar on grid and off-grid generation as well. This diversification also begins to become a reality in

the distribution, in the form of micro-generation, mainly solar photovoltaic. Among the various

technologies available and emerging batteries, those using acid lead adapted for deep discharge

still prevail competitively. However, these types of batteries have their performance affected by

the sulfating process. This process reduces the useful life and can impact the viability of using

this type of battery banks in the presence of intermittent sources. Sulfation also influences the

state of charge of the battery, making it difficult to predict which energy can be stored and reused

at a certain stage of battery life. Currently, the models used to represent the batteries are very

simple and inaccurate. In this paper, we propose a solution using neural network to estimate the

state of charge of lead acid battery banks, to have a more reliable estimation of the current stored

energy available to take operational decisions in microgrids operation. As a case study, real data

from an isolated microgrid from the north of Brazil is considered.

Index Terms: Batteries, neural network, state of charge, microgrid.

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07.026

Dimensionamento Ótimo de Uma Micro-Usina Baseada em Correntes de

Maré para Sistemas Isolados

B. Gomes de Sá1, O. R. Saavedra1, D. Queiroz Oliveira1 e P. B. Leite Neto2

1Universidade Federal do Maranhão (UFMA), São Luís, Brasil

2Instituto de Energias Oceânicas e Fluviais, São Luís, Brasil

The most favorable sites for the exploitation of oceanic energy are characterized by high

current intensities and high average tide height, as well as adequate bathymetry and tide data.

In Brazil, the greatest amplitudes and speeds of tide are in the north and northeast, in the states

of Amapá, Pará and Maranhão. For example, the energy potential available on the coast of the

State of Maranhão was estimated at 22 TWh / year. In terms of tidal currents, the São Marcos

Bay in Maranhão and the channel of Varador in Amapá should be highlighted. However, Brazil

does not yet have an inventory with the potential of tidal currents. This article deals with the

optimal design of a micro power plant based on tidal current energies. In order to ensure reliable

power supply to the isolated system, a storage system must be taken into account. Considering

the variation of the sea currents as well as the energy demand curve, the problem is formulated

as a multi-period nonlinear optimization problem. As a case study, it is considered a place located

in the Bay of São Marcos (Maranhão), more specifically in the channel of the island of Medo.

Through the in-situ data the available energy potential curve is obtained. The physical,

environmental and economic constraints of the problem to be optimized are identified and

formalized.

Index Terms: Oceanic energy, tidal currents, insulated system, optimal design, storage system.

07.029

Electricity Generation with Pyrolysis of Health Care Wastes in Lages-SC

W. G. Buratto1, R. N. Muniz2, J. Amarante3, F. L. Ribeiro3, E. Esmério3, V. J. Costa3 and A. E.

Siegloch3

1Instituto Federal de Santa Catarina (IFSC), Florianópolis, SC, Brasil

2Universidade Federal do Pará (UFPA), Belém, PA, Brasil 3Universidade do Planalto Catarinense (UNIPLAC), Lages, SC, Brasil

The present study had as objective to carry out the quantitative survey of the residues in

the municipality of Lages-SC, and to evaluate the economic viability of slow pyrolysis with rotary

drum in the municipality to generate electricity, since the health services wastes are now

transported to the West of the State and after the sterilization of these in autoclave, is available

in Class I and II landfills. By means of an economic analysis, it was verified that there is the

impossibility due to the costs of the Group A residue being very low, reducing the time of return of

the investment of the pyrolysis unit, in which it would take 25 years for the recovery, making it

unfeasible due to the Long-term return to investors. It is analyzed that with the treatment

capacity of 2 tons/day which would generate 50 kWe, and is similar to the production of the

municipality, it would be necessary to raise the waste treatment price to twice the current price,

which is 0,83R$/liter and would have to be 1.86R$/liter to occur viability in 2 years.

Index Terms: Health service wastes (HSW), economic analysis, slow pyrolysis, electricity, Lages.

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07.030

Modelagem e Simulação de uma Microrrede Piloto Isolada com

Provimento de Referência Através de um Gerador Síncrono Virtual

R. C. Basoni1, D. Carletti2, M. T. A. Orlando2, L. F. Encarnação2 e J. F. Fardin2

1Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE), Sobral, CE, Brasil

2Universidade Federal do Espírito Santo (UFES), Vitória, ES, Brasil

The provision of frequency and voltage reference on isolated microgrids is realized

through diesel generators, which have some disadvantages, such as loud noise generation,

emission of harmful gases, fossil fuel consumption, etc. The proposal of this article is an

alternative to the use of these generators, using a energy storage system, a frequency inverter,

and a DC-DC bidirectional buck-boost quadratic converter and an appropriate control. The

inverter control strategy proposed in this paper to establish reference to a microgrid is based on

the virtual synchronous generator control for inverters to mimic the behavior of traditional

synchronous machines. This article presents a modeling made on EMTDC/PSCAD of a microgrid

including local loads, battery system, DC-DC converters, power inverters, wind turbine and solar

array located at Universidade Federal do Espírito Santo - BR. The results prove the efficiency of

the adopted control, maintaining the voltage and frequency of the microgrid constant during load

changes, as well as providing active and reactive power balance to the isolated system.

Index Terms: Microgrid, synchronverter, distributed power generation, smart grid, renewable

energy.

07.031

Assessment of Flexible Investments in Solar-Photovoltaic Generation

R. Pringles, F. Penizzotto and F. Olsina

Instituto de Energía Eléctrica, UNSJ-CONICET, Argentina

Risk management is a key concept when deciding investments in electricity markets.

Power investment projects are capital-intensive, largely irreversible and subject to high

uncertainties on future returns. Fortunately, most projects have strategic flexibilities embedded

to manage uncertainties and mitigate risks under unfavorable market scenarios. Modern

corporate finance recognizes Real Option analysis (ROA) as the correct approach for valuing

investment projects with these features. Because of environmental concerns and fuel price

escalations, power generation based on renewable sources has shown a dramatic global growth in

the last decade. Argentina has recently established aggressive support policies for meeting

ambitious renewable targets. Renewable investment projects share many of the mentioned

characteristics. Hence, option valuation methods can be applied for appraising the monetary

worth of managerial flexibility embedded in renewable power investments. In this work, a

methodology for assessing the economic value of a photovoltaic power plant under uncertainty is

presented. ROA is applied to determine the monetary value of delaying the investment decision in

order to wait for better market information and for cost abatements due to technological

development. In addition, the economic value of relocating the solar power plant in the future to a

more attractive site in terms of costs, grid access and/or regulatory policies is also considered. The

option valuation problem is solved by means of stochastic simulation combined with recursive

approximate dynamic programing techniques. The developed methodology can be used by

investors for efficient decision making and by regulatory agencies for designing proper support

policies to encourage investments in renewable generation.

Index Terms: Investments, flexibility, renewable energy, real options, uncertainty, stochastic

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simulation.

07.032

Grid Transient Stability Using Inverters Controlling the Reactive Power

of Photovoltaic Generators

W. T. S Pinheiro, C. F. Vieira, V. C. Souza, Z. A. F. Souza and M. V. A. Nunes

Universidade Federal do Pará (UFPA), Belém, PA, Brasil

This paper proposes the evaluation of the influence of the modes of control of the reactive

power of the distributed photovoltaic systems, Also analyzing the transient stability of

synchronous generators connected in distribution networks in Distributed Generation (DG). It

will also be evaluated the negative and positive influence of the control mode volt-var and the

control mode of Vanctusen in the stability of the synchronous machine. The analyzes are

performed using the test system UKGDS 95 bus, With two photovoltaic connections, one inserted

in the bar 18 and the other in the bar 89 and a synchronous generation in the bar 73.

Index Terms: Transient stability, influence of control mode volt-var and vancutsen in synchronous

machine stability, distributed generation.

07.034

Complementariedade de Parques Eólicos na Mitigação de Riscos

A. M. Rocco1, F. K. Miguel2 , E. M. Lourenço1

1Universidade Federal do Pará (UFPR), Brasil

2Copel Energia, Brasil

This paper proposes a methodology to identify the repetition of the wind series over the

years. The approach is based on the portfolio selection of wind power generation projects proposed

in Miguel's thesis. The main contribution of the work is the use of windows of short time, which

avoids the need for an old data history, ie, the historical data of the wind do not affect the result

of the portfolios when applying the proposed method. Thus, it is possible to provide subsidies to

the generator to decide future investments from energy generation data and the latest wind

maps. The methodology takes into account limited financial resources and is based on the use of

Markowitz's theory. A relevant contribution of this proposal is its ability to minimize costs,

thanks to the use of more recent measures that allow the analysis of geographical areas, which

were not considered previously because they do not have an old data history. The paper presents

relevant results that show the feasibility and effectiveness of the present proposal.

Index Terms: Teoria de portfólios, modelo de otimização de portfólios de Markowitz, janelas de

tempo, histórico de ventos, tranches.

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07.035

The Use of Biogas from Landfills of São Paulo City for Bioelectricity

Generation

M. Carvalho Guimarães1,2, R. Franciélle Paulino1,2, J. L. Silveira1,2 and C. E. Tuna1,2

1Instituto de Pesquisa em Bioenergia (IPBEN-UNESP), Universidade Estadual Paulista (UNESP),

Laboratório Associado de Guaratinguetá 2Laboratório de Otimização de Sistemas Energéticos (LOSE), Universidade Estadual Paulista (UNESP),

Guaratinguetá, SP, Brasil

The increase of solid waste generation is a concern for modern society because its

incorrect disposal can lead to risks to public health and pollution of the environment. Landfills

are the most used method for Municipal Solid Waste (MSW) disposal in Brazil, and they generate

by-products such as biogas that can be exploited and used to produce bioelectricity. Therefore, it

is possible to avoid the use of fossil fuels by generating equivalent amount of electricity and

reducing emissions of greenhouse gases (GHG). This work aimed to study the use of biogas

generated in landfills located in the city of São Paulo, Brazil, as a source of renewable energy,

analyzing the technical aspects and economic viability of bioelectricity generation using an

Internal Combustion Engine (ICE) and a Gas Turbine (GT). This study showed that the three

landfills can generate about 41 MW of bioelectricity with ICE or 39.3 MW with GT. It also proved

the use of biogas from landfills to be an economically viable approach to generate bioelectricity.

Index Terms: Bioelectricity, biofuel, biogas, economic analysis, energy analysis, gas turbine,

internal combustion engine, sanitary landfill, sustainability.

07.036

Análise dos Efeitos da Geração Fotovoltaica na Proteção de Sistemas de

Distribuição

G. L. Macieira e A. L. M. Coelho

Universidade Federal de Itajubá (UNIFEI), Itabira, MG, Brasil

This paper presents the results of an investigation about the photovoltaic (PV) generation

effects on the protection of distribution power systems. For this, a distribution test system is

implemented in a computational environment, where all the components of the power system and

PVs under analysis are modeled. The PVs models are included in different points of the grid and

three-phase and single-phase faults are simulated. Thus, it is possible to analyze the contribution

of DG to the short-circuit currents and how much it impacted in the relay's response. In addition,

the voltage levels at the DGs coupling bus is also monitored to verify the voltage minimum

requirements defined by power distribution companies for the connection into the grid. The

signals obtained in the simulations are converted to COMTRADE format and loaded into a

current and voltage injection test equipment, thus allowing the analysis of the performance of a

protective relay with and without DG.

Index Terms: Distribution power system, distributed generation, photovoltaic, protection relay,

overcurrent, undervoltage.

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07.037

Efecto de las Condiciones Meteorológicas de Mar del Plata en la

Producción Fotovoltaica

G. J. Murcia1, S. A. González1,2,3, N. I. Echeverría1,2,3, E. Garin1, J. C. Branda1 y S. B. Jacob1

1Universidad Nacional de Mar del Plata (UNMdP), Mar del Plata, Argentina 2Instituto de Investigaciones Científicas y Tecnológicas en Electrónica (ICYTE), Mar del Plata, Argentina

3CONICET, Argentina

Increasing installation of grid-connected photovoltaic (PV) energy systems demand more

accurate prediction of their operational performance. Argentina has prompted the research that

aims to establish the relationships between output efficiencies and weather parameters. The

direct use of efficiency figures quoted y PV manufacturers, normally based on measurements

taken in clean laboratory environments of 25°C and at standard air density, is often not

appropriate as field studies have demonstrated the actual outputs could be reduced by as much as

60% in dusty or polluted climate without regular cleaning. The experimental investigations and

case study took place in the city of Mar del Plata in the southeast of Argentina. First, outdoor

field measurements were taken and then a statistical evaluation of weather parameters and

system outputs from the actual PV installation was produced for a whole year. The results

obtained are then compared with irradiation data provided by the National Renewable Energy

Laboratory (NREL) and deviations between those estimations and experimental data is

presented.

Index Terms: Grid-connected photovoltaic (PV) energy systems, Roof-top solar energy systems,

Energy efficiency.

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TOPIC 8

BIOENERGY FOR ELECTRICITY GENERATION

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08.003

Minimum Fluidization Velocity of Mixture of Sand and Sugarcane

Bagasse Particles

N. Proenza Pérez1, J. Santana Antunes2, R. A. Verdú Ramos3 and J. L. Silveira2

1Federal Center of Technological Education Celso Suckow da Fonseca (CEFET/RJ), Angra dos Reis Campus,

RJ, Brazil 2Laboratório de Otimização de Sistemas Energéticos (LOSE), Universidade Estadual Paulista (UNESP),

Guaratinguetá, SP, Brasil 3Instituto de Pesquisa em Bioenergia (IPBEN-UNESP), Universidade Estadual Paulista (UNESP),

Laboratório Associado de Ilha Solteira, Brasil

This paper is focused on the study of fluid dynamic behavior of mixtures of the sugarcane

bagasse particles and quartz sand in a transparent fluidized bed column. The minimum

fluidization velocity (Vmf) was determined through different means particles diameter and

different mass fractions in the mixtures compositions. The values of (Vmf) of the mixture

increased while increasing the size and quantity of biomass particles in the binary mixture in the

range of diameter of 9.5 mm < dpb < 0.225 mm. Binary mixtures with diameter ratios

iomass/sand ≤ 1 had a (Vmf) almost constant as a function of mass fraction of biomass. It is

suggested a practical upper limit of biomass fraction in the mixtures less than 5% of the overall

bed mass to obtain a good mixing and uniform distribution in the bed. New correlations were

developed to predict the values of (Vmf). It was found that the present proposed correlation

predicted the (Vmf) for binary mixtures of sugarcane bagasse and sand particles in a more

accurate form than other correlations reported in the literature.

Index Terms: Biomass sand mixture, fluidized bed, minimum fluidization velocity, segregation.

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TOPIC 9

HIGH-VOLTAGE TRANSMISSION SYSTEMS

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09.002

Medición de Parámetros Eléctricos de Líneas de Alta Tensión en

Presencia de Interferencia Provocada por un Entorno Electromagnético

Real

G. D. Baron, H. C. Zini, J. M. Serrano Mora y L. L. Rodríguez

Instituto de Energía Eléctrica (IEE), UNSJ-CONICET, San Juan, Argentina

The accuracy of the line parameters are importance for the setting of line protection

relays and for accurate systems studies. Assessment line parameters by measurements is usual

part of the commissioning tests. These parameters are calculated from electrical magnitudes

which are measured in tests. In both, measurement and calculation stages the procedure raises

some difficulties. An important issue is the electromagnetic coupling with other lines that operate

the power frequency. These interferences affect the measurement when the tests is in the same

frequency. There are on the market test equipment that avoid this error by estimating the

impedances from measurements made at different, but near, frequencies. They are based on

power electronics and digital processing to filter the interference. The IEE-UNSJ-CONICET

institute has undertaken a development based on this approach. The main concepts, as well as

the first results, are shown in the paper. The paper also addresses the procedure for calculating

line parameters from the measurement. There is currently no well- established procedure for this

task. The methodology usually applied is based on the simplification that result in errors,

especially for long lines. An iterative procedure has been developed to avoid this source of error.

Index Terms: High voltage line, parameters, measurement, electrical environment.

09.003

A Novel HOS/ANN Approach for Transmission Line Protection Using

Current Signals Only

D. V. Coury1 and J. R. de Carvalho2

1São Carlos Engineering School, University of São Paulo, São Carlos, SP, Brasil

2Centro Federal de Educação Tecnológica de Minas Gerais, Campus III, Leopoldina, MG, Brasil

This paper presents the use of Higher Order Statistics (HOS) and Artificial Neural

Networks (ANNs) for distance relaying purposes. The main objective is to design a distance relay

prototype. In the current paper, the results of fault detection, classification and location using

such tools are presented. It can be noticed the reliability, as well as high speed in detecting faults.

These results are very promising as the method combines a large number of samples of HOS with

different features and the capability of ANNs to discriminate different patterns. Furthermore,

this new distance protection approach under development is based on current signals only which

represent an innovation in distance relaying.

Index Terms: Transmission line protection, higher order statistics, artificial neural networks.

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09.004

Analysis of the Influence of Soil Resistivity and Tower-Footing

Characteristics on Overvoltages Caused by Lightning in Power

Transmission Towers

A. R. J. Araújo1, C. M. Seixas2, S. Kurokawa1, V. Okhmatovski3 and B. Kordi3

1São Paulo State University (UNESP), Ilha Solteira, Brazil 2Federal Institute of Sao Paulo (IFSP), Votuporanga, Brazil

3University of Manitoba, Winnipeg, Manitoba, Canada

Backflashovers (BFs) are one of the main causes of faults leading to outages in power

systems. In this context, the tower-footing impedance plays a key role in overvoltages caused by

lightning stricking at the towers. Then a low tower-footing impedance is desirable for reducing

BFs. Typically, tower-footing impedance is made by long electrodes in different shapes and

orientation buried in soil. Grounding impedance has been evaluated by many models and numeric

methods in frequency and time domain, which the electrode is represented by its lumped or

distri uted parameter models. It has een also used numerical methods for solving Maxwell’s

equations applied in the electrode geometry. In this paper, the impedances of two electrodes,

buried vertically and horizontally at different soils, are calculated in frequency domain by

Distributed Parameter Transmission Line Theory (DPTLM) and by numerical Method of

Moments (MoM). These impedances are represented by an electric circuit, obtained by Vector

Fitting technique, directly in time domain. Finally, a lightning strike is applied at each electrode

and the Grounding Potential Rise is calculated and compared by DPTLM and MoM.

Index Terms: Backflashover, electromagnetic transients, grounding impedance, lightning,

overvoltages.

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09.005

Redes Neurais Artificiais para Classificação, Localização e

Determinação de Resistência de Faltas em Linhas de Transmissão

Compensadas

E. G. Silveira1, H. R. Paula1, L. F. Ribeiro1 e S. A. Rocha2

1Centro Federal de Educação Tecnológica de Minas Gerais, Belo Horizonte, MG, Brasil

2Centro Universitário de Belo Horizonte, Belo Horizonte, MG, Brasil

This paper proposes an algorithm based on Artificial Neural Networks to classify, locate

faults and determine fault resistances in transmission lines with series compensation. The

training of ANNs requires three-phase voltage and current signals measured at the one terminal

of the line from different faults scenarios. First of all, a total of 504 scenarios are implemented in

the Alternative Transient Program (ATP). These data are processed by means of mathematical

techniques. The methodology adopted includes filtering, interpolation and the Method of Least

Errors in order to obtain the phasor modules of the samples to be used in trainings. The adopted

topology of ANNs is the Multilayer Perceptron implemented according to the backpropagation

algorithm and uses Levenberg Marquardt supervised learning technique. The proposed algorithm

produced meaningful results when tested for different fault scenarios. The applied algorithm has

reached accurate results for different failure angles values, transmission line length and series

capacitance.

Index Terms: Compensação série, linhas de transmissão, localização de faltas, método dos

mínimos quadrados, redes neurais artificiais.

09.006

Power Swing Detection to the Distance Relay Blocking based on Mean

Error of Periodic Functions

C. Lazaro, C. V. Dias, L. Zapata and G. Cardoso Jr.

Universidade Federal de Santa Maria (UFSM), Santa Maria, RS, Brasil

It’s proposed a new methodology to lock distance relays under power swing. The method

is based on the comparison of the voltage signal with periodic signals, requiring simple

adjustments which doesn’t need intensive studies over power electrical system. It is used the

Mean Square Error concept of time periodic signals in relation to the sampled voltage signal with

the objective of block in power swing e unblock in fault during power swing. In other words, the

voltage signal is compared to signals generated by a periodic function, usually used in the electric

engineering field, such as sinusoidal, triangular and sawtooth. The proposed methodology

presents as main advantage in relation to the conventional methods its capacity to identify faults

during power swing events. The method was tested in several scenarios, varying the oscillation

frequency, the loading angle and the fault distance, verifying its efficiency when compared to the

other methods used to the same purpose. As differential, it was verified the good performance

under any range of swing frequencies, fault applied distance and response time about 2 cycles of

60Hz.

Index Terms: Distance relay blocking, mean square error, power swing, short-circuit detect,

protection relay.

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09.007

Studies of Electrical Interference of High-Voltage Power-Lines Over

Pipelines

A. Chavarro

Consultoría Colombiana S.A, Bogotá, Colombia

This article presents the application of models that identify and analyze the effect of the

movement of electrical currents of a high voltage transmission line, that operates under normal

conditions or under regimen of failure, which generates an electromagnetic field on parallel

buried pipes which are located in its proximity, inducing voltages and currents whose magnitude

depends on several factors , which include: the conditions of the approach, the magnitude and gap

of currents in the line, the electrical characteristics of the pipe and its coating. The model

considers that phases are not equidistant to the pipeline, which in normal regime arises a small

induced voltage (tens of volts) which can generate electromagnetic compatibility problems on

computers connected to the pipeline system, and electrical shock to staff in contact with it; while

in fault regime, where high currents and at the same time the maximum imbalance arise the

voltages induced in this situation may be high (in the kV range) and may cause damage to

equipment (cathodic protection), perforation of the coating, breakdowns in the line and staff

security issues eventually this in contact with the pipe.

Index Terms: Análisis de falla de la línea, inducción electromagnética, parámetros eléctricos,

recubrimiento del tubo, resistencia eléctrica del suelo.

09.008

Método Intervalar de Fluxo de Potência baseado na Expansão Completa

em Série de Taylor

L. M. Quintanilha e V. M. da Costa

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

The growth of intermittent sources participation, such as wind and solar, into power grids

has increased the need of power flow studies that deal with the considerable uncertainties

associated to them. The Taylor inclusion function, which transform the power flow nonlinear

equations with interval variables into the solution of three equations, can be efficiently used. This

come only because when using rectangular coordinate system to express the set of variables, there

is no higher order term than the second one in Taylor series expansion. In this sense, this paper

investigates a method that it is not necessary to include interval numbers and operations into

Newton iterative method, what leads to accurate results. It is proved by several tests comparing

results from the proposed method, regular interval power flow and Monte Carlo simulation. The

results are also compared to the ones from a system with larger loads.

Index Terms: Interval mathematics, electrical power systems, interval power flow, taylor inclusion

function, uncertainties.

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09.010

Análise do Comportamento Termo-magnetico do Enrolamento de

Transformadores Durante Correntes de Inrush

A. R. M. Sousa1, D. S. Lima2, F. W. S. Conceição3, M. V. A. Nunes1 e W. S. Fonseca1

1Universidade Federal do Pará (UFPA), Belém, PA, Brasil

2Universidade Federal do Sul e Sudeste do Pará (UNIFESSPA), Marabá, PA, Brasil 3ELETRONORTE, Brasil

Power transformers are considered as vital equipment for the transmission and

distribution of electric energy, thus connecting the generating centers to the consumer centers. In

this context, this work aims to investigate and analyze the electric operation coupled to the

thermal behavior of the power transformers through the Finite Element Method (MEF), in order

to evidence factors that may decrease the useful life of the equipment, thus corroborating in the

planning of Predictive maintenance on it. In the development of the work a 50 MVA transformer

was used that is connected to the transmission system of the northern region of Brazil, the

analyzes were made using three-dimensional computational simulations through two software. .

At the end of the analysis it was verified that the excessive heating caused by inrush currents

cause thermal expansion in the turns of the winding which can cause rupture of the insulation

proving an internal short circuit and taking the operating machine.

Index Terms: Transformer, inrush current, thermal analysis, finite elements, maintenance.

09.011

A Comparative Analysis of Differential Protection Methods for UHV

Transmission Lines

L. Zapata, A. C. Marchesan, G. Cardoso, A. P. de Morais and C. Lazaro

Universidade Federal de Santa Maria (UFSM), Santa Maria, RS, Brasil

The capacitance of the transmission lines arises a current, which appears mainly due to

the increase of the voltage and the size of the lines. The problem is that being non-physical cannot

be measured and estimation methods are needed to compensate it in protection systems. This

work intends to compare some methods that exist to calculate and to compensate the effect of the

capacitance of the Ultra High Voltage lines in the line differential protections. This comparison is

performed in the alpha plane, which presents significant advantages compared to the traditional

differential plane. These algorithms are evaluated in a system with two and three terminals,

under different operating conditions that can be presented in the network as internal, external

faults and energizations. The results showed that the four analyzed methods presented adequate

responses to the conditions evaluated, and the best method was that based on the product of the

capacitance by the voltage at the terminals of the line.

Index Terms: Alpha plane, charging current, line differential protection, UHV transmission lines.

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09.012

Efeito Combinado do Campo Elétrico sob Tensão Elétrica de até 640 kV e

da Ionização do Ar pelo Raios-X em Torno do Isolador de Polimérico de

500 kV - Ensaio Experimental

H. Fujiwara1, G. J.V. Xavier1, E. J. da Silva Júnior1, A. H. Shinohara1, E. G. Costa2, H. B. D. T.

Lott Neto3, P. R. R. Britto3 and M. A. B. Fontan3

1Federal University of Pernambuco (UFPE), Brazil

2Federal University of Campina Grande (UFCG), Brazil 3Sistema de Transmissão do Nordeste (STN), Brazil

The loss of electrical and mechanical strength of polymeric insulators start as soon as

they are put in operation in the electrical field of high voltage transmission lines due to the

aging caused by thestrong electric field, mechanical load of the weight of electrical conductor

cables, vibrations, weathering, accumulation of pollutants containing salts, Corona discharge,

acid generation. The two main critical failures of the polymeric insulators are the mechanical

failure of GFRP by the brittle fracture and/or electric breakdown known as flashover due to the

loss essentially of the hydrophobicity and build-up of pollutants. Among the new technologies for

inspection of internal and hidden defects in polymeric insulators related to the brittle fracture,

is the radiography with ionizing radiation, but in the high and the extra-high voltage

transmission lines, X-rays or γ-rays can drastically reduce the voltage breakdown voltage due

to the combined effects of air ionization and the Townsend discharge mechanisms. At present

work, experimental results of testing aiming to evaluate the combined effect of air ionization

around polymeric insulators of 500 kV induced by X-ray at different distance and up to 640 kV

are presented and discussed.

Index Terms: Air ionization, avalanche breakdown, electric breakdown, electric field, X-rays

09.013

Sistema Radiográfico Digital para Detecção de Defeitos Internos nos

Isoladores Poliméricos em Linhas de Transmissão de 500 kV Energizada

A. H. Shinohara1, E. J. Silva Jr1, G. J. V. Xavier, H. Fujiwara1, H. B. D. T. Lott Neto2, P. R. R.

Britto2 e M. A. B. Fontan2

1Universidade Federal de Pernambuco (UFPE), PE, Brasil

2Sistema de Transmissão do Nordeste SA (STN), PE, Brasil

The in-service life of a composite insulator in transmission lines involves both electrical

and mechanical aspects. Among the mechanical aging failures, the brittle of the core material

composite of GFRP can result in catastrophic break-age of the insulator string and conductive

cables go to ground. In the present work, aiming to mitigate brittle fracture of composite rod of

GRFP, a conceptual design of digital radiography system was developed, tested in laboratories

and also in the field to validate the operation and performance to detect critical defects as well as

to analyze their dimensions, depths independent of the presence of thick layer of pollutants on the

silicon rubber material that covers and protects the composite of 500 kV polymeric insulators,

which has a length of approximately 4 m and complex geometry using high sensitive image

dectetor Imaging Plate (IP). As a result, the laboratory testing and radiographic images of desired

high quality obtained safely will be presented.

Index Terms: Falhas mecânicas ocultas, integridade estrutural, isoladores poliméricos, linhas

transmissão energizada de 500 kV radiografia digital.

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TOPIC 10

DIRECT CURRENT TRANSMISSION SYSTEMS

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10.001

Analysis of the implementation of new HVDC links in the Argentine

Interconnection System (SADI)

L. Casterás and F. Muiño

Universidad Tecnológica Nacional - Facultad Regional Buenos Aires (UTN-FRBA), Buenos Aires, Argentina

The Argentine territory and therefore the Argentine Interconnection System (SADI) has

the peculiarity of having a large extension and the demand for energy is mainly concentrated in a

small portion. The generation is installed where there are primary sources of energy and in

regions of Low demand, so these usually have the characteristics of being highly exporting areas

such as Comahue, NEA and NOA and be at a great distance from the centers of consumption. As

for SADI demand, two- thirds of it is concentrated in the GBA area, the Province of Buenos Aires

and the south of the Coastal area. At the same time it is studied that the growth of the total

demand of the country is at 4% per annum, which will require an incipient analysis and execution

of new generation projects to supply it. There are studies of exploitation of hydraulic resources

and of renewable energies that must be taken into account for the growth of the generating park,

which have identical characteristics of remoteness with the centers of consumption. Along with

the growth of the installed power will be necessary the expansion of the transmission and

distribution network to link the generation with the consumption fulfilling parameters of quality

and continuity of the supply. This motivates to think of the HVDC transmission as a viable

alternative for such a connection because it has technical and economic advantages compared to

the conventional transmission in alternating current, when trying to transmit large levels of

power over great distances. In the following work we analyze different possibilities considering

this advantage: 1) Energy export from the Comahue area to GBA, 2) Energy exports from the

NEA area to GBA and 3) Export of energy from the Patagonian area to GBA. Then taking into

account additional advantages of the HVDC transmission, since this type of link does not increase

the short-circuit power at the nodes between which it is connected and the property of having

lower losses because there is no reactance in the busway, they are analyzed Two possible projects:

4) Exportation of the GBA area to the Ezeiza node of Central Costanera and 5) Interconnection of

the SADI with Tierra del Fuego through an HVDC submarine link crossing the Strait of

Magellan. A description of the generation projects considered in each case is made and a

methodology is developed to determine a ranking that allows to distinguish the projects that are

more convenient to build with their due justification and conclusions.

Index Terms: HVDC transmission, HVDC links, electrical generation projects, SADI, electrical

studies.

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10.002

Comparação de Métodos para Seleção de Parâmetros de Conversores

Modulares Multiníveis

N. Y. Suzuki1, V. A. Lacerda1, G. Costa de Oliveira2, R. M. Monaro1 e D. V. Coury1

1Polytechnic School, University of São Paulo (USP), SP, SP, Brazil

2Laboratoire des signaux et systèmes, SUPÉLEC, Gif-sur-Yvette, France

The dimensioning of a modular multilevel converter’s electrical components is an

important stage of its project. Besides affecting the converter’s performance, under- or

overdimensioned elements could cause higher operation or construction expenditure. Thus, this

article presents a comparison between three particular methods for determining the arm

inductance and the submodule capacitance of a Modular Multilevel Converter (MMC) in terms of

circulating current magnitude, su module voltage ripple, and controller’s performance. The three

design approaches are applied to a High-Voltage Direct Current (HVDC) transmission system

consisting in two terminals linked by a long-distance transmission line, simulated through the

software PLECS R . The results showed that the dimensioning method did not significantly

influence the converter’s controller’s per- formance, except that of the DC voltage control; on the

other hand, there were differences concerning circulating currents and su modules’ voltage

ripples.

Index Terms: HVDC transmission, modular multilevel converters, power conversion.

10.003

Simulação de um Disjuntor de Corrente Contínua para Aplicações em

Alta Tensão

G. C. Prezotto1, N. Y. Suzuki1, G. Costa de Oliveira2,1, R. M. Monaro1 e S. G. Di Santo1

1Polytechnic School, University of São Paulo (USP), SP, SP, Brazil

2Laboratoire des signaux et systèmes, SUPÉLEC, Gif-sur-Yvette, France

The increasing use of High-Voltage Direct Current (HVDC) technology brings to light the

requirement of a protection system that can reduce the affected area and minimize damages

caused by faults. In that background, the development of a DC circuit breakers have an important

task. This paper presents a simulation model, performed in the PLECS software, of hybrid DC

breakers whereas their different protection ac- tuation and an analysis of the reliability of the

device. The methodology used in this study consists of the evaluation of the devices’ construction

parameters by a detailed simulation model, created by the authors, and is based on the hybrid

circuit breaker developed by Asea Brown Boveri (ABB). Finally, the simulation results enables

the discuss of possible simplifications for model optimization, investigating its limitations and

seeking to obtain sufficiently precise values of the indicated parameters.

Index Terms: DC circuit breakers, HVDC transmission, Simulation.

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TOPIC 12

ELECTRICAL DISTRIBUTION SYSTEMS

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12.001

Nuevos desafíos en la Aplicación de Fusibles en Fuentes Fotovoltaicas

J. C. Gómez, G. Zamanillo, E. Florena, D. Tourn, F. Romero y G. Campetelli

Universidad Nacional de Río Cuarto (UNRC), Río Cuarto, Córdoba, Argentina

The world is presently facing an energy crisis, which leads to a paradigm change in the

traditional electric systems: the distribution of the energy sources. These sources, being the

photovoltaic (PV) one of them, are in general of much smaller size, their behavior in front of faults

is different, behavior influenced by temperature and its dispatchability depends on weather

conditions. PV cells have special characteristics that require protective devices specifically

designed for this application, among which the fuse presents optimum features. Due to the high

number of PV cell combined, the terminals rated voltage is of the order of kilovolts, with fault

currents that are significantly increased. The electrical energy obtained from the conversion

should be transformed into 50 or 60 Hz a.c., requiring of an inverter. The equipment can includes

storage batteries, for what important values of inverse current can be presented. The gPV class

fuse represents a fuse specially designed to protect photovoltaic cells. The main differences,

requirements and challenges for fuses to be applied in distribution systems with PV generation

are analysed. The need for more coordinated work between PV cells and fuses manufacturers is

stressed, indicating the areas where this work is required.

Index Terms: PV cells, gPV fuses, SC currents, storage battery, inverters.

12.002

Limitadores de Corriente de Falla: Revisión de Sus Desarrollos y

Características Técnicas Actuales

J. C. Gómez, J. Vaschetti, M. Piumetto, J. Arcurio, C. Coyos y C. Ibarlucea

Universidad Tecnológica Nacional - Facultad Regional Córdoba (UTN-FRC), Buenos Aires, Argentina

The world is presently facing a deep energy crisis, and the electric energy is one of the

affected types. The conflicting situation in which more electric power is required everywhere

leads to a paradigm change in the traditional electric systems. The energy sources are connected

where the energy is available. During the last 50 years the installation sizes are dramatically

changing, significantly increasing the fault currents, thus fault currents are already beginning to

overcome the breaking capacities of the involved equipment, for what becomes necessary to

control such a current y using “current limiters”. Here, the limiters history is descri ed

explaining mainly their operation principles and significant characteristics. Technological

advances allow adding new types of limiters with very innovative operation principles, which

have today diverse development states from pilot stage until equipment already established in

the market. It is concluded that the peculiar characteristics of the actual distribution systems

with high DG penetration level, demand the use of fault current limiters designed especially for

this protection, showing that even more research and development work on limiters seems to be

necessary. It is indicated the necessity of a bigger joint work of the distribution systems operators

and limiters manufacturers.

Index Terms: Current limiters, distributed generation, fault currents, circuit breakers, magnetic

saturation.

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12.004

Analysis of the Magnetic Coupling Influence between Different Feeders

on Unbalanced Distribution Networks

N. A. Amaral Filho, M. S. N. Silva, L. R. Araujo and D. R. R. P. Araujo

Federal University of Juiz de Fora (UFJF), MG, Brazil

This paper presents an analysis of the magnetic coupling influence between different

feeders that share the same pole or run parallel paths together on different poles in a unbalanced

distribution network. For this, an algorithm based on the Backward/Forward Sweep Method

capable of handling this magnetic coupling is developed and presented. The influence of the

magnetic coupling is analyzed for some different constructional characteristics, such as the length

of the sections of the distribution feeders that have mutual coupling, the separation distance

between the conductors and their phase sequences and geometry in the poles. Two modified IEEE

test feeders are used to simulate and comparisons are made considering and not considering the

magnetic coupling representation. The results show the need to represent this mutual coupling in

power flow analyzes, especially under certain conditions.

Index Terms: Acoplamento mútuo, alimentadores em paralelo, backward/forward sweep, fluxo de

potência, redes de distribuição desbalanceadas.

12.005

Alocação Ótima de Dispositivos de Manobra em Redes de Distribuição

para Melhoria de Confiabilidade

A. Candiá Júnior1, L. W. Oliveira1, B. H. Dias1, L. A. F. Manso2 , E. J. Oliveira1

1Federal University of Juiz de Fora (UFJF), MG, Brazil

2Universidade Federal de São João del-Rei (UFSJ), MG, Brasil

This work presents an approach to solve the problem of optimal maneuver devices

allocation in electric distribution systems (EDS). The maneuver devices considered are normally

closed switches coupled to the beginning or to the end of distribution branches. The objective is to

improve the system reliability with minimal investment cost. The metaheuristic and bio-inspired

technique known as artificial immune system (AIS) is applied to handle the discrete feature of the

switch allocation problem. The index considered to evaluate the reliability is the system expected

outage cost to customers due to supply outages (ECOST). A case study with a test system from

literature is introduced to evaluate the proposed approach.

Index Terms: Allocation of switches, artificial immune system, distribution system, reliability.

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12.006

Aplicação da Técnica de Busca Harmônica para o Planejamento de

Geração Distribuída

F. A. Alves1, T. G. de Almeida1, L. W. de Oliveira1, B. H. Dias1 e B. S. M. C. Borba2

1Federal University of Juiz de Fora (UFJF), MG, Brazil

2Universidade Federal Fluminense (UFF), RJ, Brasil

The use of distributed generation (DG) has become a promising solution to the challenges

inherent in modern energy distribution systems (EDSs). This type of generation can be obtained

from several renewable sources for environmental sustainability, such as solar, wind and

biomass. Another factor that encourages DG penetration is a conversion and injection of energy

into an electric grid close to its load, which reduces the technical losses. The present work

proposes an application of a method to solve the problem of optimal allocation of solar and wind

based DG in EDS through the Harmony Search (HS) meta- heuristic. The optimization model is

proposed to determine the locations and types of DGs that minimize the total investment and

operational costs, which include costs of technical loss and gas emission. A case study with a well-

know system is performed to assess the proposed application.

Index Terms: Distributed generation, harmony search, optimization, planning, renewable

generation.

12.007

Análise Estático-Dinâmica dos Processos de Ilhamento, Operação

Isolada e Reconexão de Microredes com Diferentes Níveis de Controle

Y. R. Rodrigues, A. C. Zambroni de Souza e P. F. Ribeiro

Federal University of Itajubá (UNIFEI), Itajubá, MG, Brazil

Microgrids are changing the perception of the traditional distribution power systems. This

concept allows the creation of systems islands able to operate regardless of the main grid, with

some sort of controls required, when circumstances lead to the network failure. In this sight, this

paper presents a static-dynamic analysis of the islanding, islanded operation and reconnection

processes of microgrids with different levels of control. Therefore, an IEEE 34 bus modified

system presenting local distributed generation sources was considered and the islanding,

operation and reconnection processes analyzed. In addition, to ensure consistency of results,

simulations were performed for a variety of microgrid scenarios considering different levels of

control. The results shown that microgrids possessing only primary control are able to perform

the islanding and reconnection processes within satisfactory conditions for slight variations of

generation/demand. This scenario is enhanced when a secondary control methodology is

presented, maintaining the system operation at desirable conditions for higher rates of

generation/demand variations.

Index Terms: Microgrids, islanding, distributed generation, primary control, secondary control.

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12.008

Otimização de um Sistema de Energia Híbrido Fotovoltaico/Diesel de

uma microrede com Foco em Confiabilidade

K. P. Rocha, L. W. Oliveira e J. G. Oliveira

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brazil

Diesel generating systems are used in remote areas due to uncertain or non-existent

supply and in locals where no power outage can occur due to priority costumers. However, the

operation of diesel generators has a high cost and is responsible for the emission of polluting

gases. One of the solutions capable of mitigating the impacts of this electric energy generation is

the implementation of hybrid systems with the inclusion of photovoltaic (PV) panels. A PV/diesel

hybrid system has great complexity and an optimal solution must be found for balancing the

generation of these two sources. In face of the several options for the decision about the

generation from different energy resources, the application of optimization methods is attractive

to establish a suitable trade-off between objectives and constraints, leading to an operation with

efficiency and economic sustainability. Therefore, the paper proposes an approach for the

optimization of the design for a PV/diesel power generation system. The objective is reduce the

cost of a microgrid implementation through the optimal sizing of the hybrid generation system

with a focus on reliability. Moreover, in order to verify the real cost of the microgrid, the

commercial HOMER® software is used for simulating the test system.

Index Terms: Hybrid power systems, microgrids, power distribution, power system reliability,

optimization.

12.009

Herramienta Informática para la Localización de Fallas en Sistemas de

Distribución Rural

G. di Mauro, C. Babic, C. Agüero y J. Vignerte

Universidad Nacional de Mar del Plata (UNMdP), Mar del Plata, Argentina

This work presents the development of a computer tool for locating short-circuit fault in

rural electricity distribution systems. The calculation is based on the analysis of the fault

impedance assuming that it is purely resistive. The implemented methodology proposes to

determine mathematically the impedance of failure as a function of a variable distance knowing

the measures of voltage and current of pre-failure and fault taken in the head of the distributor.

The tool is validated by modeling a distributor belonging to an electric power cooperative in a

power system simulation program. In the same program different types of short-circuits are

simulated to extract the necessary data of entry to the developed algorithm, which estimates the

possible points of failure. The presentation of the results in a graphical network environment

offers operators a quick interpretation of the possible locations of the fault, which results in a

reduction in repair times and an improvement in the quality of the electric service. The results

show errors of the order of 5% in the actual location distance of the fault.

Index Terms: Rural power distribution, power distribution faults, fault location, power quality,

geografic information sistem, fault impedance.

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12.010

Avaliação Quantitativa do Efeito dos Desequilíbrios na Rede e na Carga

na Operação de Sistemas Elétricos de Distribuição de Energia Elétrica

J. Beust da Silva e S. Haffner

Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Brasil

Este trabalho propoe uma avaliação quantitativa do efeito do desequilíbrio nos índices de

operação do sistema de distribuição de energia elétrica. Os cenários apresentados contemplam os

desequilíbrios existentes nos circuitos de media tensão e também os desequilíbrios na carga. Os

desequilíbrios da rede consideram os efeitos da assimetria dos circuitos que provocam

acoplamentos diferenciados entre os condutores. Os desequilíbrios de carga são gerados

aleatoriamente considerando variados índices de desequilíbrio. O desequilíbrio das correntes e as

perdas do sistema são determinados com o objetivo de quantizar o impacto das variações

empregadas em um trecho de linha com geometria e condutores típicos de redes de distribuição de

energia de media tensão. Os resultados são obtidos para dois tipos de estruturas aéreas e

permitem definir a abrangência da validade dos modelos aproximados.

Index Terms: Distribuição de energia elétrica, acoplamentos assimétricos, circuitos

desequilibrados, método Monte Carlo.

12.013

Development and Integration of a Centralized Service Restoration

Model into an Interactive Simulation Tool for Power Distribution

Networks

B. L. Soto, H. O. Vargas, J. B. Mendoza and R. C. Martínez.

Escuela de Ingeniería Eléctrica, Pontificia Universidad Católica de Valparaíso (PUCV), Chile

The correct operation of power distribution networks and its failures resilience is

fundamental for both the network operator and its users, especially considering the importance of

electric energy in human activities. In this sense, and with the aim of systematizing the research

studies regarding with this type of networks, a computational application to simulate problems of

planning and operation in power distribution networks from a smart grids context has been

developed. Specifically, this paper describes the development of a centralized model of electrical

service restoration for this simulation environment and its implementation and integration

details into the platform. Simulation results for different fault scenarios and different testing

distribution networks are presented. Simulations also consider the presence of distributed

generation during the restoration processes, thus showing the potential of the simulation tool

developed for studies and research on smart grids.

Index Terms: Distribution systems, service restoration, interactive simulation, smart grids.

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12.015

Reconfiguração de Sistemas de Distribuição Visando Balanceamento

entre Alimentadores Através de Técnica de Decomposição

S. C. A. de Ferreira, T. L. O. Araújo, L. W. Oliveira, J. S. Carvalho , E. J. Oliveira

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

This article presents an alternative method for the reconfiguration of Energy Distribution

Systems (EDS) through a mathematical decomposition method divided in two stages. One of the

objectives is to determine the best configuration of keys that improves the power balance

demanded by each feeder of the distribution network, observing important restrictions for its

operation, such as connectivity and radiality. Load balancing implies avoiding overloads and

leads to greater reliability for system operation. A mixed binary nonlinear mathematical

programming model is used in conjunction with the applied decomposition technique. A test

system is used to verify the proposed technique, this system being well known in the literature.

Index Terms: Benders decomposition, distribution network reconfiguration, load balancing,

optimization in electrical systems.

12.016

Restabelecimento Multiobjetivo de Sistemas de Distribuição via Enxame

de Partículas e Lógica Fuzzy

L. Apa. P. D. Lacerda, L. W. Oliveira, Â. R. Oliveira, T. Trezza Borges , E. J. Oliveira

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

The present work proposes a fuzzy based particle swarm optimization algorithm for

solving the problem of optimal restoration in distribution systems. The proposed approach is

proper to handle the different objectives of this nonlinear mixed integer and combinatorial

problem from the definition of fuzzy sets for each one. In particular, the objectives include

minimizing: (i) the load cut; (ii) the interruptions to priority costumers; (iii) the number of

switching actions; (iv) the technical losses. The main contribution is the application of a

metaheuristic with fuzzy logic that considers the previous objectives in a joint manner. The

methodology considers important constraints as the radial network topology and voltage limits.

The approach is assessed by using well known test system of literature.

Index Terms: Distribution, fuzzy, multiobjtective, particle swarm optimization, restoration.

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12.017

Adjustment and Operation of Banks Capacitors Using Three-phase

Representation

A. R. Baran Junior, R. A. Borba and T. S. Piazza Fernandes

Universidade Federal do Paraná (UFPR), Curitiba, PR, Brasil

Given the complexity of the distribution networks, there is a tendency to no longer use the

simplified monophasic representation of the system (the erroneous consideration that the

network is symmetrical and balanced), but to use the three-phase representation, which is more

consistent with the realities of distribution networks of 13,8 kV and 34,5 kV. This work focuses on

the influence that the three-phase representation has on the capacitor bank (CB) adjustments

and its operation. For this, this paper uses a Three-Phase OPF that allows the dimension of the

CB for the three phases or for each one of the three phases individually. This additional scaling

can ensure the satisfaction of voltage limits when the load unbalance is accentuated. Besides, as

the load varies throughout the day, this work also proposes to analyze the operation of automatic

CB using three-phase networks. The parameterization of load and operation of automatic CBs

was extended to three-phase networks. Thus, this work also parameterizes unbalanced three-

phase loads throughout a day, to establish switching of three-phase CBs. The results show that

the operation of the CBs differ using single-phase and three-phase representation when severe

load unbalance is simulated. The simulations and analysis will be presented using IEEE- 34 and

IEEE-123 buses.

Index Terms: Three-phase optimal power flow, operation of banks capacitors, three-phase

representation, monophasic representation, load unbalance.

12.018

Eventos que Impactam nas Perdas não Técnicas de um Sistema de

Distribuição de Energia Elétrica

P. A. Brasil Vieira dos Santos, R. E. Lopes e C. B. Martinez

Electricity Distri ution Networks have energy losses classified as “technical” and “non-

technical” losses. Technical losses are related to electric energy dissipation in several parts in the

system such as in the distribution, transforming and points of supply, and are inherent to the

process, i.e. cannot be prevented by the Distribution Network Operators. The so called non-

technical losses are caused by events such as metering errors, billing errors and energy theft. The

sum of those losses may significantly impact the technical / commercial system and constantly

concerns the Distribution Network Operators. Technical losses are regularly tracked and

monitored to be maintained within acceptable standards, i.e. they are variables that can be

controlled and can be fixed as soon as detected. Nevertheless, non-technical losses are difficult to

resolve ecause they are caused y deli erate actions of consumers or mistakes of the Operators’

employees. Losses due to energy theft cannot be predicted by the Operators. However, they can be

mapped and resolved per administrative or legal actions. The grave difficulty to identify frauds in

those cases is related to preventive measures done by the consumers, as they are aware of their

illegal action. This paper presents accounts e discovered facts about energy metering frauds that

ended up in legal suits filed after frustrated attempts of resolution in the administrative level.

The Study is embodied by data captured in judicial investigation executed in the metropolitan

region of Belo Horizonte, Minas Gerais State (Brazil), focused in the main fraud strategies,

recorded across one decade. The reported events are classified according to the amount of diverted

energy, per industry and residences. The most significant employees’ errors in fraud identification

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and recording are also presented. At the end, a value assessment of the diverted energy at each

point of fraud is calculated in order to present an order of magnitude of financial losses caused by

those actions.

Index Terms: Perdas não técnicas, furto de energia elétrica.

12.019

Estudo do Uso de Sistemas de Armazenamento Para Minimizar

Problemas Relacionados à Tensão Devido à Integração Fotovoltaica em

Sistemas de Distribuição

D. L. Silva, P. J. Colorado e A. P. Grilo

Universidade Federal do ABC (UFABC), Santo André, SP, Brasil

The high level of connection of photovoltaic panels in the distribution network causes

voltage problems, such as bus overvoltage, voltage deviations and unbalances. These variations

are observed in two situations, in the period in which the panels are in the maximum generation

but with low load demand and when the battery unload the energy to the system. As the majority

panels are installed on residential roofs, connected directly to the system, will be analyzed the

maximum penetration levels of panels that can be connected to a residential distribution system

without compromising the power quality, this indicator is known as hosting capacity of

photovoltaic panels. The studies will be conducted using OpenDSS software. This paper presents

the results of battery association simulations to minimize the problems due to the voltage

deviations in a balanced system of 70 buses and how much is possible increase the hosting

capacity with association of battery.

Index Terms: Baterias, geração distribuída, geração fotovoltaica, perfil de tensão, redes de

distribuição.

12.022

Location of Faults in the Power System of the Federal University of

Grande Dourados by Artificial Intelligence

C. R. Manica, E. Biasotto and T. F. da Silva

Universidade Federal da Grande Dourados (UFGD), Dourados, MS, Brasil

This paper proposes a methodology for fault localization through Artificial Neural

Networks (RNAs) in the distribution system of the Federal University of Grande Dourados

(UFGD), with the purpose of contributing to the improvement studies in fault localization

techniques, making possible A greater agility in restoring the normal operation of an electrical

distribution system after the occurrence of permanent short circuits. A brief theoretical survey is

made on existing fault localization techniques and on the main properties of RNAs. Then the data

collection and processing is presented. Forty-eight three-phase faults were simulated in the

UFGD electrical distribution system, with a resistance of 0.001 Ohm, using ATPDraw software.

In relation to data processing and simulation of RNAs, MATLAB software was used. In all, five

arrangements of input arrays were assembled in order to test the effectiveness of location with

one or more terminals in the modeled network.

Index Terms: Fault location, neural engineering, power system simulation, short-circuit currents

three-phase electric power.

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12.023

Analysis on the Use of Demand Side Management Techniques to Delay

Investments in Electrical Distribution Systems Infrastructure

N. N. R. Silva and E. M. C. Franco

Universidade Estadual do Oeste do Paraná (UNIOESTE), Paraná, Brasil

Demand Side Management (DSM) has been traditionally seen as a mean of reducing peak

electricity demand. In this article, we will verify if these programs based on DSM are beneficial

for the electric power distribution companies in accordance with the Brazilian legislation in force.

In addition, we propose a methodology to evaluate DSM in electric distribution systems,

analyzing the benefits and limitations of the implementation of DSM programs through

differentiated tariffs, identifying which would be the impacts generated to the electric power

systems, in particular to the electric power distribution systems. In particular, the analysis will

e focused on a differentiated tariff modality recently implemented on Brazil, called the “white

tariff”, which delimits hourly (off-peak, off-peak and intermediate) times for consumers served at

low voltage.

Index Terms: Demand side management, electricity distribution, energy efficiency, power

efficiency, power system.

12.025

Smart Grids: Self-healing and Switch Allocation in a Real System

J. C. López1, M. J. Rider1, P. L. Cavalcante3, A. V. Garcia2, L. L. Martins3, L. F. Miranda4 and

L. F. Silveira4

1University of Campinas (UNICAMP), Campinas, SP, Brazil 2AV Garcia Tecnologia de Informação, Campinas, SP, Brazil

3Fundação Centro de Pesquisa e Desenvolvimento em Telecomunicações (CPqD), Campinas, SP, Brazil 4CPFL Energia, Campinas, SP, Brazil

The increase in network monitoring have raised the complexity of the power distribution

system restoration problem, demanding higher efforts to find good-quality solutions. This paper

presents results of a new self-healing methodology developed in an R&D Brazilian project, in

which the objective is to minimize an objective function constructed with several criteria (detailed

in the paper). The developed methodology is being tested using real distribution networks and

has presented appropriate performance on real-time applications. The switching operation

sequence must be carried out avoiding energizing maintenance sections and fault areas and, also,

it must comply with operational constraints in accordance with the utility operating policy. All

the needed data is prepared in off-line mode, prior to possible faults, using a feeder neighborhood

concept, and one have as many files as there are target feeders. These data are kept up-to-date so

that if a fault occurs, the target feeder is identified and the self-healing process is started at once.

The proposed self-healing methodology is also used as a function within a switch allocation

program that is also part of the R&D project. Therefore, this paper also presents details of these

developments, including tests carried out in real distribution networks.

Index Terms: Automatic restoration, distribution automation, power distribution operation, self-

healing, Smart Grids, switch allocation.

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12.026

Fluxo de Carga em Redes Modernas de Distribuição de Eletricidade

C. C. Martins, O. R. Saavedra e V. L. Paucar

Universidade Federal do Maranhão (UFMA), São Luís, Brasil

Electric Power Distribution Systems (EPDS) has been evolving rapidly due to the

requirements of meeting quality standards and the advent of new technologies within the Smart

Grid concepts. Distributed generation and resilient operation in the form of microgrids pose new

challenges for technology and analytical tools, forcing to abandon some simplifying assumptions.

A fundamental analysis tool of EPDS is the load flow, which has traditionally been solved using

algorithms derived from Newton-Raphson method and in simpler cases using sweep based

methods. In this article, the methodologies currently in use are analyzed and discussed,

identifying aspects that can increase the efficiency and reliability of the load flow methods when

applied to modern distribution networks. An adaptive strategy for the fast-decoupled algorithm is

suggested and tested to better deal with the particularities of the new distribution networks, such

as distributed generation, closed loop operation, among others. The proposed algorithm was

validated using two test networks of 6 and 19-bus, showing good performance when compared to

conventional approaches.

Index Terms: Smart Grids, distributed power generation, wind energy generation, load flow, power

system.

12.027

Voltage Unbalance Reduction in Large Distribution Consumers by

Coordinated Charging of Electrical Vehicles

G. I. M. Silva, P. A. Guaracy, G. S. Gomes, B. H. Dias, L. W. Oliveira and T. T. Borges

Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

One of the main characteristics of Low Voltage (LV) distribution systems is the voltage

unbalance in distribution feeders due to typical unbalanced loads. The massive presence of

electrical vehicles (EV) connected in a single phase can increase this problem. The main

drawbacks of the voltage unbalance are related to losses, voltage sags and energy quality.

Moreover, unbalance might occur significantly in large consumers especially considering that a

set of electric vehicles could be connected uncoordinated in the same region. Shopping malls,

supermarkets industries and condominiums could be among those consumers, especially if a

recharge station is offered, paid or free of charge. This paper proposes the evaluation of large

consumers phase balancing through a coordinated charging of EVs. In order to achieve this

purpose, a simulation is held with a system that measures the current unbalance in a fixed time

interval. Then, it can define the phase which the next EV that arrives at the shopping center

should be connected and assist the system balance.

Index Terms: Electric vehicles, distribution systems, phase unbalance, charge coordination, energy

quality.

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12.028

Planejamento Multiestágio da Expansão de Sistemas de Distribuição

Considerando Critérios de Confiabilidade, Geração Distribuída e

Alocação de Capacitores

R. Silva Pinto, C. Unsihuay-Vila e T. S. Piazza Fernandes

Universidade Federal do Paraná (UFPR), Curitiba, PR, Brasil

This paper presents a method to realize a multi- stage distribution expansion planning

considering reliability, distributed generation, capacitors and switches placement. This problem is

formulated as a Mixed Integer Nonlinear problem solved by a combined use of metaheuristic,

simulation technics, such as Monte Carlo Simulation (SMC) and optimal power flow with load

shedding, The objective of this optimization problem is define the best alternative to install its

components regarding to placement time, location and sizing of capacitors, minimizing the total

cost with investment, reliability and system operation, as well as maximizing its reliability

through a multiobjective opti- mization. The proposed methodology is implemented on a modified

version of the test system IEEE-RBTS 2 bus and its results are shown, providing support for the

importance of con- sidering reliability and distributed generation on the distribution network

expansion planning.

Index Terms: Distributed generation, multistage distribution system planning, mixed integer

nonlinear problem, reliability.

12.031

Probabilistic Model for Determining Non-Technical Losses in a Power

Distribution System

A. Chavarro

Consultoría Colombiana S.A, Bogotá, Colombia

This article proposes a model to analyze the non- technical energy losses of a distribution

system in order to evaluate the INFRACTOR’S POTENCIALITY INDEX -IPI- for different types

of clients, by the implementation of a set of procedures and analysis to the users’ invoicing of

homogenous groups, based on probabilistic methodologies, specifically, on the Bayesian decision

theory; using the historic commercial data base of consumption of all types of users, separating

those who have had fraud historically and who haven’t had. The index lets us define an indicator

of the level of potentiality for each user has been infractor, therefore, it lets us set a procedure to

identify infractors. The selected users with this methodology can have physical fraud by energy

counter or electrical connection intervention; or bad invoiced users as well, due to issues in the

invoicing process. The IPI model determinates four big groups of users with different features:

Users with High IPI - Fraudulent, Users with very low consumption in relation to the average of

the group – Caused possibly by invoicing issues, Users with no consumption – Invoicing issues,

Users with very high consumption in relation to the average of the group - Invoicing issues.

Index Terms: distribución de probabilidad, distribución log-normal, métodos de Bayes, perdidas

sistemas distribución, relacionamiento con clientes, sistemas de distribución.

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12.035

Representation of Time-Current Characteristic of Expulsion Fuse Links

for Computer-aided Simulations

G. B. Costa1, A. C. Marchesan2, A. Z. Bertoletti1, A. P. Morais3, G. Cardoso1 Jr e L. Zapata1

1Universidade Federal de Santa Maria, Santa Maria – RS, Brasil

2Instituto Federal de Educação, Ciência e Tecnologia Farroupilha, Campus Jaguari, Jaguari – RS, Brasil 3Colégio Técnico Industrial de Santa Maria, Santa Maria - RS, Brasil

The main purpose of this work is to evaluate the modeling of the Time-Current

Characteristic (TCC) of the expulsion type fuse links over mathematical equations proposed in

the literature. To accomplish this, the Least Square Method has been used and the Residual

Sum of Squares (RSS) as a comparative parameter. From the RSS, it is possible to determine

models that have the better adjustment in global scope considering the different type of fuse link,

nominal current ratings, speed ratios and manufacturers.

Index Terms: Curve fitting, expulsion fuse links, polynomial function, residual sum of squares

time-current characteristic.

12.038

Avaliação do Impacto da Inserção de Geração Distribuída nos Índices de

Confiabilidade de Sistemas de Distribuição

I. O. Guimarães, L. C. Nascimento e L. A. F. Manso

Universidade Federal de São João del-Rei (UFSJ), MG, Brasil

The present work proposes to evaluate the reliability indices of an electrical energy

Distribution System (DS) using new methodologies for possible improvements in the continuity of

the load supply. The proposed tool also aims to provide the penalties and benefits applied to those

concessionaries regarding the performance achieved by them through the minimum standards of

continuity and quality defined by the regulatory part. The results are evaluated by using the

Sequential Monte Carlo Simulation (SMCS), which allows a detailed analysis of the reliability

system indices. By means of the data provided by the simulation, it is verified the necessity and

possibility of insertion of an auxiliary source of generation to reduce or repair the load cut at

points consumers. As a proposal for support and improvement, this study explores the Distributed

Energy Resources (DER) advantages. In this way, reliabilities indices can be recalculated and

their impacts evaluated.

Index Terms: Reliability, distributed generation, penalties, distributed system, sequential Monte

Carlo simulation.

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12.039

Otimização de Sistema Elétrico de Distribuição de Médio Porte por meio

de Reconfiguração em Espaço de Busca Reduzido com Algoritmo

Bioinspirado

L. I. da Silva , E. A. Belati

Universidade Federal do ABC (UFABC), Santo André, Brasil

The future and inevitable depletion of non- renewable energy has boosted research in

optimization for other energy sources, such as electrical energy from renewable sources. Electrical

distribution systems have amounts of disconnecting device switches sufficient to entail problems

of combinatorial explosion when wants to modify the system topology to optimize it or eliminate

contingencies. Reconfiguration of switches is more attractive optimization technique when

compared to other expensive optimization methods, such as capacitive bank, rewiring, distributed

generation or installation of voltage transformers. A heuristic computational method based on

equation of motion of the firefly is introduced in order to optimize the distribution of electric

energy, minimizing waste by Joule effect. By discretization, the positions of the insects in space

are related to switches positions in the electrical system, reducing the search space. A real

electrical system with 110 buses and 114 lines was employed in computer simulation. Due to your

size, it becomes practically infeasible your reconfiguration by means of exhaustive search

methods. The proposed algorithm, by means of a reduced search space containing 8000 vectors of

switch states, located in the solutions which the losses are 53,5% smaller than in the original

configuration of the system employed.

Index Terms: Electrical distribution systems, firefly, optimization, reconfiguration.

12.040

Impactos Econômicos de Veículos Elétricos na Rede de Distribuição de

Energia Elétrica Brasileira

F. T. Mariotto1, L. C. P. Silva2, Y. G. Pinto2 e F. C. L. Trindade2

1Centro de Pesquisa e Desenvolvimento em Telecomunicações (CPqD), Campinas, SP, Brazil

2University of Campinas (UNICAMP), Campinas, SP, Brazil

Plug-in electric vehicles (PEVs) are a new type of load connected to the distribution

networks, at medium and low voltage levels. As the number of PEVs increase, the utilities may be

required to perform reinforcements to adapt the networks to the new demand. In this paper, a

model is proposed to estimate the investments required for adapting the Brazilian networks and

the associated economic impacts. This model considers the rate of adhesion of PEVs in the coming

years, the increasing efficiency, and projection of the electric energy demanded by the recharges.

The estimations are calculated in investment stages and oriented according to utilities’ tariff-

review cycles, resulting in an investment schedule for the adequacy of the networks. It is done by

utility or in an aggregated way for utilities responsible for the Brazilian main cities. In the basic

scenario of PEV adhesion, the investment amount for the sector up to 2030 is estimated in US$

9.3 to 23 million. In a relative way, the amount of investment means only US$ 0.29 to US$ 0.72

per consumer. If a Time-of-Use tariff is applied, the investment per customer can be reduced to

US$ 0.11 to US$ 0.31.

Index Terms: Economic indicators, electric vehicles, power distribution.

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12.041

Load Balance on Electrotechnology Projects via Harmony Search

Algorithm Optimization

L. E. Oliveira1, F. D. Freitas1, I. C. S. Junior2, L. W. Oliveira2, F. P. O. Rosa2 and J. B. de Oliveira

1Universidade de Brasília (UnB), DF, Brasil

2Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

This paper proposes an approach to solve the load balance (LB) problem which is typical

at the low voltage side of a three-phase electrical installation. The approach is based on the

application of the metaheuristic optimization algorithm named as Harmony Search (HS) to deal

with the combinatorial and integer programming related to LB. A practical constraint established

by the Brazilian Standard - NBR5410 of the Brazilian Technical Standard Association - ABNT is

considered. The load balance by harmony search (LBHS) is applied to a real case of a residential

building. The experiments and results by applying the LBHS method demonstrate its promising

use for correction of possible unbalance of loads at the low voltage side of the electric network.

Index Terms: Load balance, energy distribution system, low voltage, optimization, harmony

search, power quality.

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TOPIC 13

SUBSTATIONS AND EQUIPMENTS

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13.001

Assessment of the Performance of Sugarcane Based Insulating Oil in

Accelerated Aging Experiments

A. F. Bassetto1, M. Marques Júnior2, L. Partamian Carriel1, C. A. Galdeano2, J. H. Aguiar1 and E.

H. dos Santos Silva3

1ZHZ Pesquisa e Desenvolvimento Ltda., Brasil

2MGM Consultoria e Diagnósticos em Equipamentos Elétricos Ltda., Brasil 3AES Tietê Energia S.A., Brasil

New insulating oils were developed by fermenting sugarcane juice and obtaining a base

oil made up of β-farnasene (C15H24). One of the two types of such oils (Evoshield XFo3), and a

reference mineral insulating oil (Ergon Hyvolt II) were aged in the laboratory during 21 days at

120 ºC both with air bubbling through the oils at a flow speed of 0.15 l/h, and with no air

bubbling. Evoshield XFo3 performed better as compared with Ergon Hyvolt II taking into

consideration all the tests conducted. To confirm such preliminary results, transformer prototypes

were built to assess the performance of Evoshield XFo3 under another laboratory accelerated

aging condition. Regular Kraft, thermally upgraded Kraft, and Nomex were used as paper

insulation. Transformer prototypes were aged during 21 days at 130 ºC. Evoshield XFo3

presented a compatible performance as compared with that observed for Ergon Hyvolt II.

Index Terms: Accelerated aging, insulating paper, sugarcane based insulating oil, transformer.

13.002

Interface Gráfica para a Análise de Saturação de Transformadores de

Corrente

S. A. Souza1, M. Silva1, P. B. Prado1 e S. Trento2

1Universidade Tecnológica Federal do Paraná (UTFPR), PR, Brasil

2Companhia de Transmissão de Energia Elétrica Paulista (CTEEP), São Paulo, SP, Brasil

For protection applications, which are the subject of this paper, the specification of the

characteristics of an adequate CT must consider the transient behavior and the possibility of

saturation of it's magnetic core during a short-circuit event. This paper presents a graphical

interface developed by the authors, which makes use of ATP (Alternative Transient Program) to

model the current transformer considering it's transformation ratio, connected burden, voltage

level, system X/R, precision class and, when available, the saturation characteristic curve. To

account for the cases where the saturation curve has not been experimentally determined, an

approximative saturation curve was developed, based on the CT precision class or on it's knee

voltage. In a practical and agile way, the proposed interface allows visualizing the currents on the

primary and on the secondary (reflected on the primary), aiding the technical team with the

determination of the most adequate transforming ratio and precision class to be used in a given

CT application, in order to assure correct measuring by protection equipment and, therefore, safer

decision making by protection relays.

Index Terms: Current transformer (CT), graphical interface, saturation curve, protection

application, transient behavior.

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13.004

Grau de Confiabilidade Operacional de Transformadores de

Instrumentos para Sistemas Elétricos de Potência

M. E. Tostes1, E. D. Sousa2 e F. J. Zortea1

1Universidade Federal do Pará (UFPA), Belém, PA, Brasil

2Eletrobrás - Eletronorte, Belém, PA, Brasil

This work aims to make a study of equipment, instrument transformers, based on

statistical methods that take into account: maintenance history, tests, installation sites, different

families, operating time, systemic occurrences and life time to estimate the degree of operational

reliability of these equipments for the power transmission system, Pará area.

Index Terms: Instrument transformers, statistical, maintenance, degree of operational.

13.005

Isolamento Elétrico de Subestações: Evolução da Tecnologia e

Tendências

A. R. de Oliveira1, G. C. Fernandes1, R. L. dos Anjos1, T. K. B. Silva1 , E. J. Oliveira2

1Centro Federal de Educação Tecnológica (CEFET- MG), MG, Brasil

2Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

To meet the market demand through population and industrial growth, the power system

expansion need to guarantee the quality standards in generation, transmission, and distribution

services, investing in new facilities, optimizing system operation and even physical space, besides

considering environmental issues. In this context, the research of dielectric materials is necessary

to find a solution that maintains the dielectric properties of a power substation, but allows

decrease the substation dimensions and consider the environment preservation. Many companies

have opted to build gas isolated substations that, makes possible to reduce the area used for its

construction, even though its construction has a higher cost if compared with oil substations, for

example. Furthermore, new materials raise in a scenario where sustainability and development

have the same importance. In this context, this paper aims to discuss about insulation for

substations and the use of new materials as well as the environmental aspects.

Index Terms: Isolação elétrica, SF6, subestações.

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13.006

Projeto de Melhoria em Reguladores de Tensão com Tap

Eletromecânico: Aplicação de Resistores para Proteção dos Contatos

Principais

M. A. Tavares Lira1, L. Mendes Rodrigues2, F. W. Rodrigues Neto3 e E. Mariano2

1Universidade Federal do Piauí (UFPI), Brasil

2Universidade Estadual do Ceará (UECE), Brasil 3Enel Distribuição Ceará, Brasil

The Voltage Regulator (RT) is widely used in the distribution grid and, as its name

suggests, it regulates the mains voltage by means of a tap change with the function of

maintaining the supply voltage to the consumers within the levels established by the Agency

National Electric Power of Brazil. There are other methods of voltage regulation, through static

compensators, load balancing in the feeders, primary voltage elevation, but the electromechanical

RT has a good regulation performance and has been used since the 1940s, being known

worldwide. Although there is RT technology with electronic tap, and its operation is faster and

more accurate, its representativeness in the distribution system is still small. During the tap

change process, there are electrical arcs in the main contacts and because they are costly and

wearing components proportional to the number of maneuvers, these equipments are often

already designed with a reactor in parallel with the main contact. The present article proposes an

improvement project in the RTs with electromechanical taps, already existing in the distribution

system, applying resistors for an additional protection of the main contacts in order to extend its

useful life.

Index Terms: Equipments, distribution, methods, regulation, system.

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TOPIC 14

MAINTENANCE ELECTRICAL POWER SYSTEMS

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14.002

Optimization of the Maintenance Programs of Distribution Systems with

Focus on the Reliability through an Artificial Immune System

H. F. Moraes1, C. Trentini1, L. W. Oliveira1, B. H. Dias1 and V. H. Ferreira2

1Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

2Universidade Federal Fluminense (UFF), Niterói, RJ, Brasil

The supply of electricity by an electrical energy distribution system (EDS) must be

evaluated from some aspects that include the continuity and security, which is a challenge for the

utilities. In this sense, maintenance programs are developed for EDS and are periodically

performed aiming at improving the system reliability and avoiding outages. Moreover, corrective

procedures are planned in case of unexpected failures. The present paper proposes an

optimization approach to determine preventive and corrective maintenance plans for EDS by

applying the metaheuristic optimization method known as Artificial Immune System (AIS) to the

problem. The objective is to maximize the reliability with a minimal total cost of maintenance.

The approach considers constraints for different reliability indexes, the number of plans by

equipment, the time required by crews and the type of consumer to calculate the reliability cost.

The contributions of the paper are to apply a still unexplored technique to the problem of

maintenance planning and to assess the reliability through different indexes. Data from a test

case are used to evaluate the proposed approach.

Index Terms: Artificial immune system, distribution system, preventive maintenance, reliability.

14.003

Sistema Híbrido para Predição de Falhas no Sistema de Arrefecimento

de Usina Termelétrica

J. Guedes Borges da Silva1, C. Paes Salomon2, E. L. Bonaldi1, L. E. Lacerda de Oliveira1, G.

Lambert-Torres1, L. E. Borges da Silva2, W. C. Santana2 e A. de Paula Mar3

1Instituto Gnarus, Itajubá, MG, Brasil

2Universidade Federal de Itajubá (UNIFEI), Itajubá, MG, Brasil 3Geradora de Energia do Maranhão (Gera Maranhão), São Luís, MA, Brasil

The cooling systems play an important role in the operational reliability of the

thermoelectric power plants. If these systems stop to run the operation is compromised. This

paper describes a system for early detecting failures in cooling systems. This system which has

been developed to Gera Maranhao Thermal Power Plant treats with signals of voltage and

current using electrical signature analysis techniques, and also with vibration and acoustic

signatures and temperature. This system is composed by combination of different types of

techniques and intelligent data mining to establish the evolution of a failure. All data are taken

outside of the generation units, and through a remote access by a proprietary network, all

information is available in the control room of the power plant. This system is included in the

efforts of the company to build predictive maintenance procedures.

Index Terms: Manutenção preditiva, sistemas de arrefecimento, sistemas inteligentes, técnicas

estatísticas.

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14.004

Gerenciamento da Monitoração de Descargas Parciais nos

Hidrogeradores da Eletrobras Eletronorte

F. S. Brasil1 e P. R. M. Vilhena2

1ELETROBRAS/ELETRONORTE, Belém, Pará, Brasil

2ELETROBRAS/ELETRONORTE, Macapá, Amapá, Brasil

The main objective of this work is to present the different PD monitoring systems adopted

at Eletrobras Eletronorte Company and how data management from this monitoring system is

performed. Eletrobras Eletronorte has four hydroelectric plants (Tucurui HP, Samuel HP,

Coaracy Nunes HP and Curuá-Una HP) and in these production units the monitoring of DP is

carried out on-line and off-line, being that the on-line is performed periodically and continuously.

The monitoring in Tucurui HP is performed on-line periodically and at machine stop with the use

of an external high voltage source is performed off-line, already in the HPs Samuel and Coaracy

Nunes is held in the on-line forms Periodic and continuous, and in the Curuá-Una HPP the

monitoring is not yet installed, but is already in the acquisition phase.

Index Terms: Partial discharge, stator, hydrogenerators, on-line monitoring system, predictive

maintenance.

14.005

Técnicas de Análise Termográfica para Avaliação de Eficiência de

Carregamento Térmico de Transformadores em Sistemas de

Distribuição de Energia Elétrica

J. M. F. Júnior, J. Q. de Freitas, F. M. A. Linard, N. X. Melo, B. F. S. Júnior, M. A. T. Lira e

F. R. Barbosa

Universidade Federal do Piauí (UFPI), Teresina, PI, Brasil

Increasingly, there are studies related to the diagnosis of failures in power transformers,

and the techniques used for this purpose increase and improve progressively. Many researchers

are concerned with developing predictive methods that can evaluate a power transformer in real

time and without disconnecting it from its distribution network in order to increase its efficiency

and avoid unnecessary energy losses. This work seeks to develop a standard operating procedure

for the identification of failures in power transformers through thermographic tests that allow the

evaluation of system loading, finding hot spots, sub-sizing of the electrical system, equipment

overloading, as well as imbalances between the phases. The heat generated by the losses in a

transformer is directly related to the life of the insulation, which decreases due to these thermal,

mechanical and electrical stresses that interfere in its dielectric properties. The aging of the

transformer insulation system is accelerated from 75 ° C, a value established by regulatory

standards. The present work is applied in the transformers that make up the entire energy

distribution network of the Federal University of Piauí. The FLIR thermographic camera was

used to capture thermographs of the study object. The methodology defined that for data

collection the frontal image and the lower profile of the transformer would serve as main models

for this work, having other perspectives as auxiliaries. With the defined standards, the data

collection for the thermographic analysis of the transformers was followed, observing the factors

that can influence the results obtained for a more accurate diagnosis. The materials obtained in

the field were analyzed and classified, observing also other variables collected, such as ambient

air temperature, wind speed and load power, when it was possible to measure it. The

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thermography was analyzed for its area of interest, the transformer. For each sample, a brief

report was drawn up with all the data collected and the diagnosis found, following what was

established by the references, classifying them as to the severity level of the occurrences. Each

event or adversity in the execution of the work contributed to the improvement of the standard

operational plan during its elaboration. This presents the applicability, methodology, equipment

required and the precautions to obtain the best equipment response in terms of maintenance,

availability and reliability.

Index Terms: Power distribution faults, power transformers, predictive maintenance, thermal

analysis, thermoreflectance imaging.

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TOPIC 15

CONTROL AND SAFETY MEASURES SYSTEMS

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15.001

Predicción por Series Temporales Aplicada a la Estimación de

Cargabilidad de Transformadores de Distribución para la Toma de

Decisiones

M. Piumetto1, J. Pucheta2, J. Vaschetti1, J. C. Gómez Targarona1, C. Coyos1 y J. Arcurio1

1Universidad Tecnológica Nacional-FRC (UTN), Córdoba, Argentina

2Universidad Nacional de Córdoba (UNC), Córdoba, Argentina

Transformers are electrical machines of major importance for distributors. Their

operation is subject to conditions that degrade their insulation system, such as: excessive

temperature, presence of humidity combined with electrical and mechanical stress, among others.

The technical life expectancy of a transformer is determined by several factors: equipment design,

historical and future events, present and future working conditions. The objective proposed was

to design and develop an algorithm with the definition of tools associated with the problem of the

life of the distribution transformer, applying the use of normal load guides in the framework of

the IEC 60076-7 standard, to manage their life history in scenaries of uncertainty (based on

weather forecasts). Using an annual database of a typical SET of the EPEC Distributor of the

Province of Córdoba, Argentina, a possible tuple scenary of values defined as K1, K2 and TK2 was

analyzed and developed, which describes the daily load state of the transformers. For this, a

function of correspondence between the historical values of these variables and the present value

was defined. Then, through the prediction algorithm, the future values of the tuples were

generated with their respective variances. Based on the results obtained in the case study

developed, a technique has been defined and used to obtain precise indicators that helps, in

advance, to program and manage the loadability of the distribution transformers accurately.

Index Terms: Distribution transformers, loadability estimation, time series, control system,

supervision.

15.002

Sistema Alternativo de Medição de Posição de Máquinas de Pátio

Aplicadas a Mineração

M. Souza e A. F. Bianco

Centro Federal de Educação Tecnológica de Minas Gerais (CEFET-MG), Araxá, MG, Brasil

This paper aims to solve a measurement problem about the position of machines like

reclaimers and stackers applied in mining. Considering the conventional method of position

measurement using encoders inefficient, it proposes to develop an alternative system of

monitoring of reclaimer instantaneous position. PDCA (Plan-Do-Check-Act) method was used as a

tool to support the development of an alternative system of measurement position of reclaimers,

by using the integral of the speed signal generated by the inversor of frequency responsible to

control the speed of advance of machines type reclaimer. Thus, through the integral of speed

graphics presented in the output of inversor frequency, it’s possi le to get the area elow the

graphics, this area matches with the exact instantaneous position of the reclaimer.

Index Terms: Pitch control (position), programmable control, remote sensing, SCADA systems,

velocity control.

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15.004

A Small Linearized Signal Model Developed to Evaluate the Stability of

Power Control Circuit When the Photovoltaic Generator Provides

Frequency Response

V. R. Ramos and M. V. A. Nunes

Universidade Federal do Pará (UFPA), Belém, PA, Brasil

By integrating more and more intermittent renewable sources, such as solar and wind

power, in the generation scenario, the result is a drop in the inertial constant of the system,

causing implications for the frequency dynamics and stability and operation of the power system.

Thus, the search to provide new control strategies for such inertial systems, as well as to include

"virtual inertia" in the control of inverter-fed renewable energy sources connected to the power

system becomes important. Therefore, this paper presents a small-linearized signal model

developed to evaluate the stability of the proposed power control circuit when the photovoltaic

generator provides frequency response and discusses the emulated inertial response with

photovoltaic systems through the synthetic inertia and the control strategy of slope in the time

domain. The simulations, using MATLAB / Simulink, were performed under different speeds and

irradiation curves, with a frequency drop caused by the insertion of large loads. Comparative

results were presented to verify the effectiveness and robustness of the proposed method.

Index Terms: Control droop, photovoltaic system, renewable energies, power system stability,

syntactic inertia.

15.005

Comparação de Métodos Baseado em Algoritmos Genéticos para Ajuste

Coordenado de Estabilizadores de Sistemas de Potência

C. F. Vieira1, C. M. Affonso2 e J. P. A. Vieira2

1Instituto Federal do Amazonas, Presidente Figueiredo, AM, Brasil

2Universidade Federal do Pará (UFPA), Belém, PA, Brasil

This paper presents a comparison study between two methodologies based on genetic

algorithms (AG) for coordinated tuning of power system stabilizers (PSS). The two methodologies

are formulated as an optimization problem in order to: 1) maximize the minimum damping

coefficient of the closed-loop system; 2) maximize the sum of all closed-loop system damping

coefficients; and 3) to shift the undamped or poorly damped electromechanical modes to a

prescribed zone in the s-plane. The two methodologies compared in this article consider a set of

pre- specified operational conditions. The two methodologies compared in this paper consider a

set of pre-specified operational conditions. Also for the two methodologies, the electrical system is

represented by the state-space equations. The methodologies are applied to the well-known New

England test system. In the comparison, the results obtained by each method are assessed, such

as poles and zeros maps, damping factors and the time domain response.

Index Terms: Coordinated control, genetic algorithms, power system stability.

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TOPIC 16

TECHNICAL AND ECONOMICAL ISSUES RELATED TO

COGENERATION SYSTEMS

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16.001

Oportunidades para Expansão da Cogeração de Eletricidade para o

Sistema Interligado Nacional em Plantas Sucroalcooleiras

É. R. Savazzi e P. Magalhães Sobrinho

Universidade Estadual Paulista (UNESP), Guaratinguetá, SP, Brasil

Until the past decade, sugar mills unit produced only sugar and ethanol for

commercialization and only enough energy for their own consumption. With the federal

government's incentives through programs such as PROINFA (Incentive Program for Alternative

Energy Sources) and the energetic crisis in Brazil in 1999, the sugar mills were motivated to

market their surplus energy to the National Integrated System, enabling an important increase

in the renewable energy generated in the in the country and consequently the increase of its

financial gain. Due to produced own energy through the burning of the bagasse, there was

practically no concern with the low energy efficiency equipment that operated in these plants,

from the possibility of the commercialization of surplus energy, a work was needed to improve the

energy performance of the equipment consumption. In this way, the proposal of this work consists

of the comparative analysis of the substitution of equipment of low energy efficiency by modern

equipment, focusing both on the technical, productive and financial results of the investment. The

proposed solution has a high efficiency motor driven by regenerative frequency inverter, which

allows the generation of energy by the machine itself during the deceleration stage and as it is a

cyclic process the return of energy to the network is done repeatedly every cycle. The optimization

model to be proposed in this work was validated from data of applications in existing projects,

with results compatible with what was effectively implemented. The three hundred and seventy-

one sugar mills unit in operation in Brazil, the half part of these units still operated with low

efficiency equipment. This work shows that if the solution is adopted for units that still operate

with low efficiency equipment, the energy increase is made available to the national integrated

system equivalent to the construction of 12 small hydropower plants or three wind farms or the

result shows yet that the energy saved per harvest in each sugar mills plant is equivalent to the

annual generation of a medium sized wind generator.

Index Terms: Aproveitamento energético, biomassa cogeração, energia elétrica, mercado de energia

elétrica.

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16.002

Cogeneration within the New Regulations on Distributed Generation

M. I. Sosa

Universidad Nacional de La Plata (UNLP), La Plata, Buenos Aires, Argentina

Cogeneration or combined heat and power (CHP) refers to simultaneous generation of

electricity and useful heating generation, being a more thermodynamically efficient use of fuel.

Distributed generation (DG) systems are decentralized, modular and more flexible technologies,

which are located close to the load, end users of power. Argentine generates the majority of

electrical power needs in large centralized facilities with capacity for large electrical power

output. Distributed energies can mediate these issues. Some provinces of Argentine have changed

regulatory aspects in order to incorporate GD. Benefits are diversification of energy matrix to

promote inclusion of distributed generation , reduction of costly fuel imports, stimulus for new

investments in the power sector, development of local suppliers of equipment and devices and

greater energy efficiency. The development of smart grids in the country will help the creation of

new capacities and technological developments at the local level. In this context, cogeneration

plays an important role. This paper discusses the relevant issues and aims of DG with CHP,

looking forward to install such systems according to the new regulations of some provinces of

Argentine.

Index Terms: Cogeneration, distributed generation, legislation, rational use of energy.

16.003

A Methodology for Loss Allocation in Electricity Distribution Systems

with Distributed Generation

E. M. S. Castro1, B. F. Santos2 and G. H. C. Oliveira1

1Federal University of Paraná (UFPR), Brazil

2Federal University of Piauí (UFPI), Brazil

This paper presents the application of a methodology for loss allocation in distribution

systems, considering the presence of distributed generation units. The method is based on the

circuit laws, power flow and the principle of power sources’ superposition. In order to evaluate the

method’s performance, two distri ution systems (esta lished in the literature) are simulated, one

made of 4 buses and the other, with 15 buses.

Index Terms: Distributed generation, loss allocation, power flow, superposition principle.

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TOPIC 17

TARIFF SYSTEMS

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17.001

How Can Energy Prices and Subsidies Leverage the Integration of

Electric Vehicles in Brazil? An Economic Analysis

R. E. da Silva, P. Magalhães Sobrinho e T. M. de Souza

Universidade Estadual Paulista (UNESP), Guaratinguetá, SP, Brasil

The present work aims to study the impact of financial incentives and electricity and

gasoline prices on the economic viability of purchasing battery electric vehicles (BEV) in Brazil,

whose focus is on the capitals of all brazilian States. It has been proposed a comparison of two

automotive technologies: the first one is based on battery electric vehicles and the second one on

conventional vehicles. Payback period of battery electric vehicles acquisition have been pointed

out for all brazilian capitals, and sensitivity analysis of payback period as a function of the

variation of energy prices, economic incentives and cost of investment in electric vehicles were

conducted in five major brazilian cities. The sensitivity analysis have revealed that the variables

which most influence the payback period are the gasoline price and financial incentives granted

in the form of exemption from annual tax payment, given that the arithmetic mean value of

payback period from the purchase of such vehicles is 24.23 years in the 27 analyzed capitals.

Index Terms: Battery electric vehicles, brazil, energy planning, energy prices, incentives.

17.003

Impact of the Application of the Horo-Seasonal Rate Applied to Group B

in the State of Piaui Using the Charging Curve Analysis

A. P. B. S. Junior1, A. M. R. Barroso2, G. D. Ferreira1 e F.R. Barbosa2

1Universidade Federal do Rio Grande do Sul (UFRGS), Brasil

2Universidade Federal do Piauí (UFPI), Brasil

This paper analyzes the models of tariff regulation, emphasizing those that are being used

in the market. The main objective of this study is to analyze the feasibility of the implementation

of the white tariff for different types of consumers. Piauí state load curves are analyzed in

commercial, residential and rural classes, which can trace a general consumption profile of the

clients, in addition to providing data for a feasibility study of white tariff implementation. The

Results for Group B consumers are compared with the adoption of the standard tariff and the

white tariff. The results show that the adoption of this new tariff model is not always optimized.

Index Terms: Consumidor, consume, curvas de carga, tarifa branca, tarifa convencional.

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17.004

Viability Analysis of the Implementation of White Tariff for

Concessionaire and Low Voltage Consumers in Brazilian Northeastern

A. G. C. Menezes1, A. M. R. Barroso2, A. P. B. S. Junior3, J. M. Soares2, R. S. Carvalho1 and

F. R. Barbosa2

1Eletrobrás Distribuição Piauí, Brasil

2Universidade Federal do Piauí (UFPI), Brasil 3Universidade Federal do Rio Grande do Sul (UFRGS), Brasil

The main goal of this paper is to analyze the viability of implementing the white tariff,

from consumers and companies viewpoint, in the context of a distribution company located in the

northeast of Brazil, Eletrobras Piaui Distribution. To achieve this, electricity load curves were

analyzed, including Group B consumers from the state of Piaui for commercial, residential and

rural classes, from which it can be created a more general profile of energy consumption. To

support this analysis, the required investments for implementing white tariff were characterized

considering the load curve of a, typically low voltage and residential, energy distribution feeder.

The results of this evaluation show that adopting this new pricing model might not always be

advantageous for the consumers in question. With regard to the supplier company, it is possible

to show that the investments under the actual regulatory structure will be very high and on the

other hand, the advantages of the peak demand may not be satisfactory. It also warns about the

impact that the sum of the costs of implantation by the concessionaire will be reverted to the

consumer in form of tariff in the periodic tariff review of the distributor.

Index Terms: Distribution feeder, energy consumer, electricity distribution companies, load curve,

white tariff.

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TOPIC 18

LEGISLATION FOR THE ELECTRIC ENERGY TRADE

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18.001

Desafios da Regulação e Fiscalização dos Serviços de Distribuição no

Setor Elétrico Brasileiro

T. Pedroso e T. Sousa

Universidade Federal do ABC (UFABC), Santo André, SP, Brasil

The National Electric Energy Agency (ANEEL), created in 1996, is responsible for

regulating and supervising the Brazilian electricity sector. In case of non-compliance with the

current regulation, the regulatory body initiates the instruction of punitive process and may

apply a punishment to the regulated agent. The Normative Resolution of ANEEL no. 63/2004

approves procedures to regulate the imposition of penalties distributors having as main penalties

applied warnings and fines. In this context, from a data survey, the concepts of regulation and

supervision of the Brazilian electric sector with focus on the electric energy distribution area and

the calculation methodology used to apply penalties are presented. In order to improve the

current regulation, a different form of penalty is proposed, which takes into account the amount

of sanctions applied in the inspections of continuity indicators in the last four years, when

defining the new limits of continuity indicators. In this way, Distributor "A" analyzed showed a

decrease of 10% in the limits of the indicators, having for the year 2016 a reduction from 9 to 8.1

in the DEC indicator of the set "1" and from 11 to 9.9 on the FEC display of set "2".

Index Terms: Continuity indicators, energy distribution, inspection, penalization, regulation.

18.002

Analysis and Review of the Evaluation Methodology for Research and

Development Projects in the Brazilian Electricity Sector

A. A. F. Leite1, L. B. F. Leite1, D. A. J. Lopes1, H. H. Silva1, V. P. Santos1 and L. P. A. Pinheiro2

1CENERGEL, Brasil

2CEMAR, Brasil

In order to stimulate the technological innovations of the electricity sector in Brazil, on

July 24 2000, the Law No. 9.991 was sanctioned. This law obliges the companies of this sector to

annually apply a minimum percentage of its Net Operating Revenue in Research and

Technological Development projects, according to regulations established by the Brazilian

Electricity Regulatory Agency (ANEEL). In this paper, initially it will present the entire legal

framework of ANEEL’s R&D Program, as well as its directives and guidelines that regulate the

elaboration and execution of projects. Will be shown the whole program, its elaboration format,

the innovation chain phases and emphasis on project evaluation criteria. This has been the

biggest problem faced y sector’s companies, which suffer from the high disapproval of invested

resources, i.e., investments that are not considered as R&D resources, but as company expense

and, consequently, as a loss to shareholders. Thus, the focus of this paper will be to present a

proposition for a reformulation or implementation of the regulation that governs the R&D project

evaluation process, based on a research carried out with the main roles involved in this process,

making it possible to make the evaluation methodology more adequate to the objectives of the

program, which is to provide more innovation in the operations of the companies in the electricity

sector.

Index Terms: Execution of projects, investments, methodology, regulate, research and development

and technological innovation.

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TOPIC 19

COMPUTER MODELS AND PROGRAMS FOR ANALYSIS

OF ELECTRICAL SYSTEMS

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19.001

Thermal Study for Temperature Estimate of Dry-Type Power

Transformers Using the Finite Element Method

L. R. Torin, T. Sousa and V. M. Lira

Universidade Federal do ABC (UFABC), Santo André, SP, Brasil

One of the main variables of interest in the manufacture and operation of transformers is

the temperature, since it interferes in the useful life of the transformer. In this sense, the present

work proposes a thermal study for the temperature estimate of a dry-type transformer. Thus,

initially a thermal analysis was performed from experimental measurements of temperatures of a

dry-type three-phase transformer of 500kVA for different conditions of load. Then, a thermal

simulation was proposed using Finite Element Method. Therefore, the heat diffusion equation

was used, with the boundary conditions: convection and radiation equations; jointly with the

characteristics of the materials used, the transformer dimensions and the data collected

experimentally. FEMM 2D software was used for this simulation. Finally, in order to validate the

proposed analyzes, the experimental measurements were compared with the values obtained in

the thermal simulation. The results obtained have demonstrated efficacy regarding the proposed

analysis and simulation.

Index Terms: Computer simulation, finite element analysis, power transformers, temperature

measurement, thermal analysis.

19.002

A Fireworks Metaheuristic for the Design of PSS and TCSC-POD

Controllers for Small-Signal Stability Studies

E. de Vargas Fortes1, L. H. Macedo2, L. F. Barone Martins3 and E. L. Miotto4

1Goiás Federal Institute of Education, Science, and Technology (IFPR), Jataí, GO, Brazil

2São Paulo State University (UNESP), Ilha Solteira, SP, Brazil 3Paraná Federal Institute of Education, Science, and Technology (IFG), Jacarezinho, PR, Brazil

4Paraná Federal University of Technology (UTFPR), Toledo, PR, Brazil

This paper presents a new methodology based on the fireworks algorithm to perform the

coordinated tuning of the parameters of the supplementary damping controllers (power systems

stabilizers and the thyristor controlled series capacitor-power oscillation damping controller). The

objective is to introduce damping to the electromechanical oscillations present in the electric

power systems. To validate the proposed methodology, simulations were carried out using the

two-area symmetrical system. The results achieved demonstrate the efficiency of the proposed

methodology for designing supplementary damping controllers.

Index Terms: Current sensitivity model, fireworks algorithm, power systems optimization,

supplementary damping controllers.

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19.003

Voltage Stability Analysis of Power Systems using the Continuation

Method

A. D. Vasquez and T. Sousa

Universidade Federal do ABC (UFABC), Santo André – SP, Brasil

Due to the increasing demand for electricity, the quest for cleaner sources of electrical

power generation has grown too. Therefore, the study of electrical power systems with renewable

energy sources included in transmission and distribution networks is a common interest. The

increased penetration of these intermittent sources in the power system requires detailed studies,

which access its impacts in the normal functioning of electrical grids. In addition, these

integrated systems required improvements in operations and control techniques because the

electrical demand satisfaction entails the systems to its load limits. This paper presents a

research of voltage stability studies based in the determination of the maximum loading of the

electrical power system. The continuation method is applied to the power flow problem to improve

the simulations performance. The objective is modeling the system using the continuation power

flow and computing the algorithm by parallel technology to decrease the simulation time.

Index Terms: Continuation power flow, maximum loading point, parallel processing, power system

analysis computing, voltage stability.

19.004

Design of the PSSs, PI – UPFC and PI – UPFC – POD controllers using

the Firefly Algorithm

L. F. B. Martins1,2, P. B. Araujo2, E. V. Fortes3, E. L. Miotto4,2 and B. R. Gamino2

1Paraná Federal Institute of Education, Science, and Technology (IFPR), Jacarezinho, PR, Brazil

2São Paulo State University (UNESP), Ilha Solteira, SP, Brazil 3Goiás Federal Institute of Education, Science, and Technology (IFG), Jataí, GO, Brazil

4Paraná Federal University of Technology (UTFPR), Toledo, PR, Brazil

This work investigates the influence of Power System Stabilizers and an Integral

Proportional Controller - Unified Power Flow Controller equipped or not with a Power Oscillation

Damping controller on local and inter-area oscillatory modes in an Electric Power System. For

this, the Unified Power Flow Controller is modeled by current injections and its linearized

equations are incorporated into the Current Sensitivity Model. Coordination of the controllers is

achieved using the Firefly Algorithm. All the results presented were obtained from simulations

using the New England test system.

Index Terms: Current sensitivity model, Firefly algorithm, optimization of electrical systems,

supplementary damping controllers.

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19.005

Avaliação e Dimensionamento de Sistemas de Aterramento para

Redução de Desligamentos de Linhas de Transmissão por

Backflashover: Estudos de Caso para uma LT de 138 kV

F. M. de Vasconcellos and F. A. Moreira

Escola Politécnica, Universidade Federal da Bahia (UFBA), Salvador, BA, Brasil

Lightning strikes on transmission lines are a major cause of sudden outages in the power

transmission system. When an atmospheric discharge reaches the earth wires or directly the top

of tower, a backflashover may occur. This phenomenon consists of an electric arc between the

insulators chain and the phase conductors of the line. This paper presents several simulations

developed using the Alternative Transients Program (ATP) software to evaluate the insulation

chain tolerance in a 138kV line when struck by a direct lightning at the top of the tower. From

the results of the overvoltages involved, was made the evaluation of the efficiency and the

dimensioning of several arrangements of the grounding system, in several scenarios of lightning

strikes currents and ground resistivity, in order to reduce the occurrences of interruption of the

electric power supply by backflashover.

Index Terms: Alternative transients program (ATP), backflashover, descargas atmosféricas,

desempenho de linhas de transmissão, sobretensões.

19.006

Electromagnetic Transients Effect on Blocks of π Circuits with Damping

Resistance

L. H. Jús, M. O. Santos, T. G. Pereira, A. C. Moreira and A. J. Prado

São Paulo State University (UNESP), São João da Boa Vista, SP, Brazil

The study of transmission lines is fundamental, but it is unviable to realize

measurements onto the real line, that is why it is necessary to applied numerical models based on

the state varia les and the numerical methods of integration. In the case of this project, π circuits

are used to represent transmission lines. Then, this model can be used to numerically simulate

electromagnetic transients. But the results are influenced by numerical oscillations, known as

Gi s’ phenomenon. Consequently, it is necessary to add damping resistances to the π circuits

minimizing these numerical oscillations. The tests were realized to verify the effectiveness of the

cascade of π circuits without the damping resistance in half of the total of circuits, eing this half

placed in the center block of the cascade. At last, we compare the results obtained with and

without the damping resistance in the central block.

Index Terms: Power system transients, eigenvalues and eigenfuctions, linear systems, numerical

analysis, simulation, state space methods, time-domain analysis, transmission line modeling.

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19.007

Multiobjective optimal placement of switches and protective devices in

electric power distribution systems with distributed energy resources

I. Chiarella, J. Mendoza

Escuela de Ingeniería Eléctrica, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile

This article presents a multiobjective model for the location of protection and

maneuvering equipment in electricity distribution networks considering alternative sources of

supply such as distributed generation (DG). The model implemented aims to optimize different

reliability indicators, as well as the costs associated with protection equipment and energy not

supplied. As an optimization tool, an algorithm called Micro Multiobjective Particle Swarm

Optimization (Micro-MOPSO) is used in conjunction with a specialized algorithm that allows to

evaluate the reliability of the system with DG sources, also considering permanent and temporary

failures. He algorithm was tested in a network of 52 nodes in medium voltage. Finally, the results

show the performance and efficiency of the proposed method for an adequate location of the

equipment.

Index Terms: Power Distribution Network, Distributed Generation, Protective Devices Allocation,

Micro-MOPSO, Reliability Optimization.

19.008

Laboratory Tests with Model based on π Circuits considering the

Introduction of Branches composing by RL Parallel Elements

T. G. Pereira, A. C. Moreira, M. O. Santos, L. H. Jús, A. A. Ferreira and A. J. Prado

São Paulo State University (UNESP), São João da Boa Vista, SP, Brazil

One way to model the transmission lines is applying π circuit cascades. In practice, it is

impossible to carry out tests in actual lines that transmit large blocks of electrical power. Thus, a

simple physical model can be important for undergraduate students to familiarize themselves

with concepts of electromagnetic waves, electrical length, reflection and refraction of waves. This

model may consist of resistors, inductors and capacitors. In the first part of the research work, the

longitudinal part of a π circuit, composed of five locks of resistors and inductors in parallel, was

assembled and studied, and the voltages, currents, lags between the two waves and the FFT

signal varying from 10 Hz to 1 MHz were analyzed. Su sequently, the cross section of the π

circuit, composed of commercial resistors and capacitors, was added, and its transfer function and

delay angles were analyzed at the same frequency range. The inductance and capacitance values

were adequately adapted to maintain the propagation velocity similar to general transmission

lines. According to the data obtained, it was possible to construct graphs of the resistance,

inductance, transfer function and delay angles of the complete π circuit y the frequency to e

compared with the results that should e o tained theoretically. After the analysis of one π

circuit, one more unit will be added in cascade so that its behavior is analyzed. The main idea is

to o tain a cascade with several units of π circuits for a simple model of transmission lines. The

physical model can be used by undergraduate students to assimilate various concepts related to

power transmission and signals. The numerical model can be improved based on results obtained

from the physical model.

Index Terms: Power system transients, eigenvalues and eigenfuctions, linear systems, numerical

analysis, simulation, state space methods, time-domain analysis, transmission line modeling.

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19.009

Introduction of Damping Resistances in Simulations of Electromagnetic

Transients Using Alternate Structures

M. O. Santos, L. H. Jús, T. G. Pereira, A. C. Moreira and A. J. Prado

São Paulo State University (UNESP), São João da Boa Vista, SP, Brazil

For modeling the transmission lines, it is necessary to use a large amount of π circuits in

cascade. In case, there are three different types of π circuits: the initial unit, the intermediate and

the last one. The numerical model is ased on these three types of π circuits. Using this model,

numerical simulations include errors that cause numerical oscillations. Thus, a damping resistor

is inserted to dampen oscillations and reduce errors. Currently, tests are performed with different

π circuit structures. In this work, it is presented and discussed alternate structures where one

type contains the damping resistance and the other does not contain the mentioned resistance.

The both structures are applied alternately in the cascade that represents the analyzed

transmission line. For the simulations with alternate structures, an odd number of circuits has

been used to ensure that the model has the initial and the last units with the damping resistance.

The application of alternate structures for the electromagnetic transient simulation was

implemented in order to reduce the computational simulation time maintaining the accuracy

obtained previously with the application of the damping resistance for whole π circuits of the

model.

Index Terms: Power system transients, eigenvalues and eigenfuctions, numerical analysis, state

space methods, transmission line modeling.

19.010

Physical Model of Transmission Lines With Additional Branches to

Introduce the Influence of the Frequency

A. C. Moreira, T. G. Pereira, L. H. Jús, M. O. Santos, A. A. Ferreira and A. J. Prado

São Paulo State University (UNESP), São João da Boa Vista, SP, Brazil

This project presents the construction and analysis of a physical model of transmission

lines. These lines can e represented y a cascade of π circuits. Each π circuit consists of

commercial availa le electrical components (resistors, capacitors and inductors). The classical π

circuit structure does not consider the influence of frequency on the line parameters. In the

classical circuit structure π, parallel RL locks were inserted to simulate the influence of the

frequency on the transmission line parameters. The physical model was based on a mathematical

model solved by state variables applying the trapezoidal integration. The impedance and

inductance values of one π circuit were o tained for a wide frequency range, as well as, the

resistance and inductance values of the longitudinal branch as a function of frequency. The

transfer function, considering input and output voltages, was obtained as a function of the

frequency. The physical model will be adapted to represent PLC (Power Line Communication)

systems, a technology in which the transmission of signals and electrical power is done using the

same conductor of electrical energy. Using different frequencies, the both signals can be

transmitted through the same physical conductor.

Index Terms: Power system transients, eigenvalues and eigenfuctions, numerical analysis, state

space methods, transmission line modeling.

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19.011

Optimal Power Flow Analysis with Interval Mathematics – the

Krawczyk Method

A. C. Monego and T. S. P. Fernandes

Universidade Federal do Paraná (UFPR), Curitiba, PR, Brasil

This paper proposes the application of interval mathematics to a non-linear OPF, in order

to consider load uncertainties. The idea is to apply in the first order optimality conditions of the

OPF, the Krawczyk operator, which makes it possible to obtain intervals of solutions, considering

the load as a starting interval parameter from the convergent deterministic value of OPF. It is

possible to obtain the optimal intervals of active and reactive power generation and voltage

magnitude through upper and lower ranges through this post-optimization process. The

simulations and analysis will be presented using systems of 3, 30 and 70 buses.

Index Terms: Interval mathematics, Krawczyk method, optimal power flow, post-optimization.

19.012

Coordinated Tuning of the Parameters of PSS and POD Controllers

Using the BAT Algorithm

E. L. Miotto1, P. B. de Araujo2, E. de V. Fortes3, Luiz F. B. Martins4 and B. R. Gamino2

1Paraná Federal University of Technology (UTFPR), Toledo, PR, Brazil

2São Paulo State University (UNESP), Ilha Solteira, SP, Brasil 3Goiás Federal Institute of Education, Science, and Technology (IFG), Jataí, GO, Brazil

4Paraná Federal Institute of Education, Science, and Technology, Jacarezinho (IFPR), PR, Brazil

This paper analyzes the performance of the Bat Algorithm in the coordinated tuning of

the parameters of supplementary damping controllers (Power System Stabilizers and Generalized

Unified Power Flow Controller with Power Oscillation Damping) in a multi-machine power

system. The goal is to introduce minimal damping rates to low frequency electromechanical

oscillation modes as specified by the design. The current sensitivity model is used to represent a

medium-sized power system known in the literature as New England. This system, which

features local and inter-area electromechanical oscillation modes, consists of 10 generators, 39

buses and 46 transmission lines divided into two areas. The performance of the Bat Algorithm in

the coordinated tuning of controllers was compared with another two algorithms: Particle Swarm

Optimization, and Simulated Annealing. The results showed the Bat Algorithm as a promising

tool for the analysis of small-signal stability, especially compared to the other tested algorithms.

Index Terms: Bat algorithm, power oscillation damping, power system stabilizers, small-signal

stability.

19.016

Feeders Clustering Through Load and Circuit Characterization

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A. U. Antunes1, A. Meffe1, D. Takahata1, J. Castilho Neto1, L. S. Sousa1, T. M. Miranda1, A.

A. Cordeiro2, G. P. Guedes2 and M. R. C. Paes Júnior2

1Daimon Engineering & Systems, São Paulo, SP, Brazil

2Energisa Group, João Pessoa, PB, Brazil

This work is the result of a Research and Development Project carried out by Daimon

Engineering & Systems, in partnership with Energisa Group, who is one of the main private

groups of Brazilian electricity industry and operates in the distribution, generation and

commercialization of electricity, controlling 13 distribution utilities in Brazil. It is present in 788

cities and meets around 6.5 million consumers, which corresponds to about 16.3 million people.

The current paper presents the usage of a cluster analysis algorithm by Ward Method applied to

medium voltage feeders study. This paper describes how to classify electrical circuits using

similar characteristics. The methodology of this paper facilitates the decision-making on

investments proposed to improve quality on the offered service. In addition, the company will also

have financial returns due to the incentives provided by ANEEL and the reduction of penalties

for not meeting the individual reliability standards. A simulation with real feeders data is

presented to show the results that can be obtained by this methodology.

Index Terms: Clustering, Ward method, electric network diagnosis, reliability indices, works

proposition.

19.017

Estudio del Comportamiento de Máquinas Asincrónicas ante Cuplas

Oscilantes y de Impacto

E. Vinson, A. Jurado y J. Sotelo

Universidad de Buenos Aires (UBA), Ciudad Autónoma de Buenos Aires, Argentina

In many applications, like connecting rod crank such as displacements pumps, heavy

rolling mill, wind generation connected directly on grid, the asynchronous machines (AM) are

exposed to torques with periodic variations, which produces cyclical variations of speed and

absorbed current, with consequent risk of inadmissible voltage oscillations, consider flicker limits.

Generally, it dynamic phenomenon is evaluated using the machine stationary external

characteristics, even applying a torque-speed characteristic linearization at the working point.

However, as the torque variation is more severe, higher his frequency variation, or lower the

system inertia, the speed and current transient variations affect the torque-speed characteristic,

losing validity the approach to quasi-stationary behaviour, resulting necessary to study dynamic

and electromagnetic phenomenon jointly. This paper presents an analysis of this problem based

on a quasi-stationary model, and on the AM circuit (or unified) theory. Then, for a real case, is

developed an simulation using ATP, studying the AM behaviour with sudden or oscillating

torque. Finally is presented an AM experimental behaviour evaluation to oscillating and sudden

torques generated by Permanent Magnet Synchronous Machine, fed by an electronic converter

with programmable torque control, corroborating with the predicted by the model and

simulations, establishing the applicability of different studied models.

Index Terms: Induction motor, dynamic behavior, sudden torque, torque oscillations.

19.018

A Work Proposition Method to Improve Reliability Indices

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A. U. Antunes1, A. Meffe1, D. Takahata1, J. Castilho Neto1, L. S. Sousa1, T. M. Miranda1,

A.A. Cordeiro2, G. P. Guedes2, M. R. C. Paes Júnior2

1Daimon Engineering & Systems, São Paulo, SP, Brazil

2Energisa Group, João Pessoa, PB, Brazil

This work is the result of a Research and Development Project, carried out by Daimon

Engineering and Systems, in partnership with Energisa Group, which is one of the main private

groups in the Brazilian electricity sector, controlling 13 distribution utilities in Brazil. It is

present in 788 cities, meeting around 6.5 million consumers, which corresponds to about 16.3

million inhabitants. In order to improve the efficiency in the electric energy distribution, as well

as to promote a better satisfaction in the service provided to the consumers, the usage of

automated switches has become more and more common in electric distribution utilities to reduce

the impact of unplanned interruptions. For that reason, a computer tool called Quality Indices

Planning (QualiPlan) has been proposed in this project, whose main objective is to produce an

optimized set of works that will improve the reliability indices of the medium voltage systems of

Energisa Group through feeder interconnection and/or extension works. The complete set of the

QualiPlan computer tool (four modules) comprises the Diagnosis, Works Proposition,

Prioritization of Works and Reliability Indices Prediction Modules. This article presents the

ongoing computer tool of the second module (Proposition of Works).

Index Terms: Reliability indices, sustained interruptions, works plan, proposition of works,

automatic sectionalizing switches.

19.021

A Model for the Optimal Allocation of Voltage Regulators and

Capacitors based on MILP Applied to Distribution Systems in Steady

State

M. S. Medrano1, S. M. C. Tome1, L. L. Martins1, P. L. Cavalcante1, H. Iwamoto1,

M. R. R. Malveira1 and T. M. de Moraes2

1Fundação Centro de Pesquisa e Desenvolvimento em Telecomunicações (CPqD), Campinas, SP, Brasil

2Energisa, Aracaju, SE, Brasil

This article presents a Mixed Integer Linear Programming model for optimal allocation of

Capacitors Banks (CBs) and Voltage Regulators (VRs) applied to a distribution network in

normal operating conditions. This model was developed in a project within a R&D Brazilian

program, in partnership with the brazilian utility Energisa. The objective is to minimize technical

losses, investment in equipment and O&M costs considering many engineering constraints from

Energisa like the (equivalent monophasic) power flow for different load levels, the minimum and

maximum voltage limits, and the minimal distance between two CBs. The CBs that will be

allocated can be fixed or switched and may have different capacities (in kVAr), while the VRs

have fixed regulator factor and number of taps. This article presents the numerical results of

tests based on theoretical networks with 70, 202 and 400 nodes and three load levels solved using

the free MILP solver CBC. For each test it is considered different linearizations of the product of

the squared tension at nodes and the squared current in branches. The results will be analyzed

comparing the objective function obtained with each linearization as well the tension on the

nodes, the current and power at each node.

Index Terms: Mixed integer linear programming, optimization, reactive power control, strategic

planning, voltage control.

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19.023

A Non-iterative Method for Distribution Systems Power Flow Analysis

B. A. S. Ambrósio and O. L. Tortelli

Universidade Federal do Paraná (UFPR), Curitiba, PR, Brasil

This paper aims to propose a non-iterative numerical tool that allows the determination of

the nodal voltage magnitudes of distribution networks, focusing on planning grid environments.

The proposal is grounded in the utilization of the complex per unit normalization (cpu) technique

and results in a simple and efficient tool to support planning studies in the same direction as

provided by the DC Power Flow Method for transmission systems. The proposed methodology

allows assessing networks with any size and topology, from traditional radial arrangements as

well as closed-looped operation and fully meshed topologies. Simulation results considering

distribution networks of different dimensions and operational conditions, including the

participation of distributed generation units are presented in order to show the effectiveness of

the proposal.

Index Terms: Distribution system, power flow analysis, distribution planning, dc power flow,

complex normalization.

19.024

A Comparison Between the Efficiency of the Outer Approximation

Method and the Branch-and-Bound Method to Solve the Optimal Power

Flow Problem with Discrete Control Variables

L. R. Matos, D. P. Silva and E. M. Soler

Universidade Estadual Paulista (UNESP), Bauru, São Paulo, Brasil

The purpose of an Optimal Power Flow (OPF) problem is to determine the state of an

electric power transmission system that optimizes a given system performance and satisfies its

physical and operational constraints. The OPF problem can be mathematically modeled as a

nonlinear programming problem with discrete and continuous variables. In this paper, the

algorithms B-OA, based on the method Outer Approximation, and B-BB, based on the Branch-

and-Bound method, available in Basic Open Nonlinear Mixed Integer (BONMIN) solver, are

analyzed. Numerical tests with the IEEE 14, 30, 118 and 300 Bus electric systems were

performed. The tests demonstrate the efficiency of these methods in solving ROPF problems with

discrete and continuous control variables.

Index Terms: Optimal power flow, nonlinear programming, discrete variables, outer

approximation method, branch-and- bound method, optimization.

19.025

Controle de Tensão de Mini Aerogerador e Interface com Plataformas

Computacionais Utilizando Arduino

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F. O. Matos, J. N. Jesus, M. L. Andrade, T. O. Nascimento e G. N. A. Maranhão

Universidade Federal do Amapá (UFAP), Macapá, AP, Brasil

This project presents a micro-controlled teaching bench for the voltage control of a

miniature wind power generating system. The controlling and sensing task were performed by

Arduino, which was programmed in MATLAB, using in interactive user interface (UI). An open

source Internet of Things (IoT) application called Thingspeak was used to send the data to the

internet, showing it in real time.The system simulates a wind power generation system. As such,

a fluctuating wind behavior was simulated by coolers and a variable DC voltage supply. This

system was used by an Electrical engineering class for validation purposes, and the results were

satisfactory: Students showed interest in control theory and widened their knowledge regarding

data sharing and visualization possibilities.

Index Terms: Data visualization, Matlab, microcontrollers, remote monitoring.

19.026

Análise de Contingências em Sistema Elétrico de Potência e Aplicação

de RNA Supervisionada na Mitigação de Perdas Elétricas

R. R. M. Carvalho, M. de M. Costa e B. F. dos Santos Júnior

Universidade Federal do Piauí (UFPI), Teresina, PI, Brasil

Este trabalho apresenta proposta de aprendizagem de máquina voltada à predição de

ajuste de taps de transformadores de sistema elétrico de potência para minimizar as perdas

energéticas, em vista da complexa análise direta do circuito em si. A identificação do

comportamento do sistema é realizada por rede neural supervisionada, com as condições atuais de

tensão nas barras como atributos de entrada, a fim de avaliar situações de contingência de perda

de linhas e carregamentos diferentes do valor avaliado de carga, em simulação de variações

comuns em possível sistema real. Como na transmissão e na distribuição de energia elétrica, a

quantidade de barras do sistema, em geral, é demasiada, propõe-se, ainda, a redução de entradas

da rede por meio da poda dos atributos, estudando-se a correlação entre estes, eliminando-se os

que exibem proximidade na informação que carregam do comportamento estudado. A rede

utilizada, o perceptron de múltiplas camadas, treinado por retropropagação do erro é

repetidamente testado para obter resultado estatisticamente mais preciso.

Index Terms: Correlation, multilayer perceptrons, optimization, power system dynamics, power

transformers.

19.027

Análise de Metodologia para Detecção de Perda Total de Excitação em

Geradores Síncronos sob Condições de Perda Parcial de Campo

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A. Itczak, A. R. Fagundes, E. M. Dos Santos, J. J. A. Saldanha, M. C. Stalter e F. G. K. Guarda

Universidade Federal do Pampa (UNIPAMPA), Alegrete, Brasil

The synchronous generator is a machine with constant frequency, which supplies power to

a given load. A generator operating under partial excitation loss conditions is subject to a number

of problems, such as overheating, loss of synchronism, and loss of system stability. Therefore, it is

necessary to develop synchronous generator protection methodologies that eliminate undesired

situations such as those caused by partial and total machine excitation losses. In this context, the

present work presents the problems caused by partial and total loss of excitation in synchronous

generators, through simulations of situations where excitation losses occur. Furthermore, a

methodology for the detection of partial and total excitation losses, capable of differentiating

these phenomena from a stable power swing, is presented. This technique is based on the

extraction of the current and voltage signal envelopes at the generator terminals, which have

specific characteristics in both excitation loss and power swing events. Thus, the proposed

technique showed to be fast and with good performance in the detection and classification of

stable power swings and excitation losses, when compared to the traditional methodologies

applied for this task.

Index Terms: Electrical power systems, partial loss of excitation, protection, synchronous

generator.

19.028

Estimadores de Frequência: uma Abordagem Aplicada a Sistemas

Elétricos de Potência

M. C. Stalter, E. M. Dos Santos, J. J. A. Saldanha, A. R. Fagundes e A. Itczak

Universidade Federal do Pampa (UNIPAMPA), Alegrete, Brasil

In electrical power systems (SEPs), an important characteristic is the electrical frequency

of the voltage signal that must be constant, since it directly influences the operation of the system

equipment and the quality of the industrial processes. Accomplished in an agile and precise way,

the estimation of the frequency value assists in the protection, control and eletrical energy quality

monitoring, in order to ensure the fullness of the system. Therefore, this work presents an

evaluation of methodologies of frequency estimation.

Index Terms: Control, frequency, power quality, protection, electrical power systems.

19.030

Methodology and Computational Tool for Evaluation of R&D Projects

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V. P. S. Santos1, A. A. F. Leite1, H. H. Silva1, D. A. J. Lopes1, L. B. F. Leite1 e L. P. A. Pinheiro2

1Cenergel Sistemas Energéticos, Poços de Caldas, MG, Brasil

2Companhia de Energia Elétrica do Maranhão (CEMAR), Brasil

The R&D of the National Electric Energy Agency of Brazil currently undergo an

evaluation only after its conclusion. Thus, poorly evaluated projects can have the financial

charges relating to their debts disallowed, which represent financial losses to companies in the

electricity sector. More than 14% of the R&Ds suffer total disallowance because they are

evaluated as inadequate. The proposed system, called the R&D Evaluation and Management

(RDEM or AGPeD in Portuguese), has the main objective of reducing disapproval through

automated evaluations. These evaluations can be carried out in the initial proposal of the R&D

project, that is, before the beginning, during the development and at the end of R&D, and can

generate a final report in a coherent and standardized way. Moreover, with the proposed system,

the evaluation process can be faster, once the originality search becomes automated. This search

can occur in several different sources, having the flexibility to include new sources, and reduce

the time spent by the evaluator when compared to a manual search. Once the search is carried

out in several different sources it is possible to also increase the possibility to evaluate more

precisely. The RDEM system, in addition to automating the search for originality and report

generation, still provides questionnaires that can indicate the aspects of costs, reasonableness,

applicability and relevance of the evaluated research. Both electric sector companies can use the

system in relation to project proposals, as well as auditors and consultants in relation to the final

evaluation of various R&Ds. In the latter case, the system still has the advantage of using the

same criteria for several works, reducing a possible error of human interpretation. This system is

still being developed and new functionalities are being included, but with the part already

developed it is possible to realize that the evaluation process can be improved with the use of this

tool. Using prior evaluations of consultants and comparing with the previous results generated by

the system, it was possible to determine a standard that the system should operate and this is

already partially implemented.

Index Terms: R&D automated evaluation, R&D disallowance, R&D management, reduce

disapproval, reduce financial losses.

19.031

Análise do Desempenho da Proteção Diferencial Sob Condição de

Saturação dos Transformadores de Corrente

A.R. Fagundes, A. Itczak, E. M. dos Santos, J. J. A. Saldanha, M. C. Stalter e F. G. K. Guarda

Universidade Federal do Pampa (UNIPAMPA), Alegrete, Brasil

In the Electric Power System the protection is made by relays, the operation of the relays

takes place from the voltage and current signals. These signals are transmitted to the relays

through Potential Transformers (PTs) and Current Transformers (CTs). The CTs are subject to

the saturation of their core, a phenomenon in which the current waveform is distorted at the

secondary terminals, damaging the performance of the protection relays, which are based on root

mean square values of the quantity in question to determine its performance or not in the

protection scheme. The present work demonstrates the performance of differential relays under

the effect of saturation of current transformers, in order to identify possible undue performances

for defects outside the protected zone. Cases were analyzed for different fault types and according

to the results obtained through the simulations, it can be concluded that the current signal

distortions in the secondary of the saturated CT directly influence the operation of the differential

protection relays. Also, it was possible to verify that such distortions become more severe

according to the magnitude of the short-circuit current.

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Index Terms: Clectric power system, protection, differential relay, saturation, current transformer,

short circuit.

19.032

Automatic Allocation of Reactors on Distribution Lines for the

Mitigation of Technical Losses

T. M. Miranda1, F. Romero1, A. Meffe1, J. Castilho Neto1, L. F. Tadashi Abe2 and F. Espindula

Corradi2

1Daimon Engineering & System, São Paulo, SP, Brazil

2Energisa Group, Campo Grande, MS, Brazil

This paper presents a methodology for automatic allocation of reactors on medium voltage

distribution systems in order to mitigate energy loss. In Brazil, some feeders are distinguished by

their long lengths (over 100 km) and very light load, which results in a high influence of the

capacitance of the line on the circuit’s performance, requiring compensation through the

installation of reactors. The automatic allocation is accomplished using and optimization heuristic

called Global Neighborhood Algorithm. Given a set of reactor models, it outputs an optimal

solution for a certain feeder in terms of reduction of energy loss. The algorithm is also able to

verify if the voltage limits determined by the user are not being violated besides checking for

energy quality. The methodology was implemented in a software tool and can show the allocation

graphically. It was tested for four real feeders and the results obtained were able to diminish the

losses significantly, from 50.56%, in the worst case, to 93.10%, in the best case.

Index Terms: Optimization methods, power distribution, reactive power control.

19.033

Resonance Analysis on a Distribution System Caused by Reactor

Allocation

T. M. Miranda1, F. Romero1, A. Meffe1, J. Castilho Neto1, L. F. Tadashi Abe2 and F. Espindula

Corradi2

1Daimon Engineering & System, São Paulo, SP, Brazil

2Energisa Group, Campo Grande, MS, Brazil

In Brazil, some feeders are distinguished by their long lengths (over 100 km) and very

light load, which results in a high influence of the capacitance of the line on the circuit’s

performance, requiring compensation through the installation of reactors. The automatic

allocation is accomplished using and optimization meta-heuristic. Given a set of reactor models, it

outputs an optimal solution for a certain feeder in terms of reduction of energy loss. The

algorithm is also able to verify if the voltage limits determined by the user are not being violated

besides checking for energy quality through resonance analysis. The last condition is the main

subject of this paper. The resonance frequency is obtained by the calculation of the impedance

seen from the bar in which the reactor will be installed and comparing it to the reactor’s

inductance. If the resonance frequency is near to any harmonic of the main frequency of the

system, the solution that suggested this allocation must be dismissed. Some simulations are

presented in order to show the possible results concerning the resonance analysis.

Index Terms: Power distribution, power system harmonics, reactive power control.

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19.034

A Firefly Algorithm Applied to Coordinated Tuning of Power Systems

Controllers

A. L. M. Takahashi and P. B. Araujo

São Paulo State University (UNESP), Ilha Solteira, SP, Brazil

Firefly Algorithm (FA) is a swarm intelligence algorithm inspired by the flashing behavior

of fireflies, which uses their flashing lights as a warning for potential prey and for reproduction

attractiveness. In this paper, FA is applied to find the optimal parameters for both Power System

Stabilizer and Power Oscillation Damping controller. Several parameters are evaluated. The

o jective is to analyze how they impact over algorithms’ performance on the enhancement of

damping power systems electromechanical oscillations. To achieve the paper’s o jective, a series

of numerical simulations of the Symmetrical Two-Area Power System are carried out.

Simulations data show that for lower loading conditions, FA convergence is increased. For small

populations searching capacity is reduced, while large populations result in lower processing

speed due to the increase in the computational effort. The step factor controls the neighborhood

search; big values enlarges the search area but impair the intensification process of the FA. The

attractiveness coefficient controls the diversity of the solutions by adjusting how the fireflies

update their position towards the brightest firefly. Results allows to conclude that FA can be

applied to coordinate PSS and POD controllers and hence increase the damping of power systems

oscillations.

Index Terms: Evolutionary computation, firefly algorithm, power system analysis, power system

stability.

19.035

Sazonalização da Energia Assegurada via Flower Pollination Algorithm

W. S. Lima1, V. A. Cabral1, A. C. O. W. Rocha1, I. C. S. Junior1, B. H. Dias1,

C. M. B. Castro1, G. R. Amador2

1Universidade Federal de Juiz de Fora (UFJF), MG, Brasil

2China Three Gorges Corporation (CTGC), Brasil

The maximum amount of energy that a hydroelec- tric power plant can commercialize in a

year is named as Assured Energy. Some conditions are unknown at the moment this energy is

contracted, such as its power plant generation, which is dis- patched by the Brazilian

Independent System Operator (ONS) in a centralized way, the energy demand of the system and

the price of the energy on the market. Therefore, the strategy employed to seasonalize this

assured energy, or physical guarantee, has fun- damental importance to the power generation

agent, once a cor- rect strategy implies to maximize the average of its revenues or minimize its

risks. This work aims to apply the Flower Pollination Algorithm metaheuristic (FPA) in order to

obtain an optimal strategy of assured energy's seasonalization. Ultimately, a com- parison

between two different methods is proposed, FPA and Adaptive Coordinate Descent search

heuristic (ACiD). Both methodologies are compared and a series of analyzes were per- formed

based on the processing time, optimality of the solutions and best revenues obtained. In order to

deal with the uncertain- ties of the problem at the moment of contract, synthetic scenarios are

generated by the Hydrothermal Dispatch Model (MDDH), which contemplates the uncertainties

on generation, energy de- mand and price of the energy.

Index Terms: Adaptive coordinate descent, hydroelectric power plant, flower pollination algorithm,

commercialize.

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TOPIC 20

SIGNAL PROCESSING AND ANALYSIS

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20.002

PWM Inverter Fed Induction Motors Bearing Failures Identification

C. H. B. Souza, M. M. Pereira Cunha, H. Rachid, L. Gonçalves Jr. and R. C. Creppe

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

Bearing are an important part in three-phase induction motors (MITs) and are made from

rollers or spheres, internal and external rings and cage. Defects can happen in any part of a

bearing, and those defects will generate vibrations in different frequencies. Early failure

identification is very important for MITs’ maintenance. Thus, the utilization of accelerometers

(sensors) is an traditional alternative to non- invasive MIT monitoring. Another important aspect

is the efficiency. In MITs, bearing failures power and supply harmonics are factors that

contributes to efficiency reduction. The use of frequency converters is also an important

characteristic in those disturbances, with the presence of various harmonic distortions. PWM

inverters promotes additional vibration in MITs and difficult the data acquisition by introducing

noise in signals acquisition and processed signals. Then, some careful is needed used to study how

those factors influence a MIT’s overall performance. This work aims to esta lish differences and

similarities between main vibration frequencies components in operations with defective bearings

and powered by frequency converters. With the observations of those frequency components, it

would be possible to do predictive maintenance in MITs and, consequently, increase their

lifespan. The results show some specific frequencies components that indicates bearing failures in

MITs powered y PWM inverters. Also, when it’s an external ring earing failure fifth harmonic

component is highlighted. Laboratory results obtained from industrial motor tests are discussed

and future workings should address different switching frequencies and other types of failures.

Index Terms: AC motors, data analysis, frequency conversion, maintenance, vibration

measurement.

20.003

Voltage Unbalance Identification of Three Phase Induction Motors

Through Vibrations Signals and Wavelets Transforms

H. Rachid, C. H. B. Souza, M. M. Pereira Cunha, L. Gonçalves Jr and R. C. Creppe

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

The electric motor is a type of electric machine that converts electrical energy into

mechanical energy and its development had started some centuries ago arising from the study

about electromagnetic phenomena. Nowadays, the electric motors, mainly the three phase

induction motor, are fundamentals in industrial activity, allowing faster and versatile production.

Nowadays, the goal is to avoid emergency and unscheduled maintenance. It is in such context

that the monitoring motors working under an unbalanced voltage condition is studied. To acquire

the vibration signals emitted by the motor, it was used a low cost easy installation and handling

transducer piezoelectric sensor, which can measure the acoustic emission, quantity related to the

motor vibration spectrum. This current work studies the effects caused by the unbalanced

voltage, as well as the possibility of using a low cost piezoelectric sensor to collect the emitted

signals of the motor that, through a data acquisition board, that are mathematically treated by

software for further analysis and processing. An industrial induction motor was tested with

distinct levels of power supply unbalance and the vibration signals were mathematically treated

and analyzed with the LabVIEW suite. According to the partial results of the research, it is

possible to conclude that the unbalanced voltage produces many changes in the motor vibration

behavior that could be identified through the low cost piezoelectric sensor. The low cost sensor

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and the mathematical analysis performed acoustic emission signals can reduce the costs and

make more accessible the electric motor integrity monitoring.

Index Terms: Induction motor, voltage unbalance, vibration, wavelet, motor failure.

20.004

Early Bearing Fault Detection Using Hilbert Transform

M. M. Pereira da Cunha, H. Rachid, C. H. B. Souza, L. Gonçalves Jr and R. C. Creppe

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

Due to the larger number of induction motors in the industrial plants, studies about early

fault detection are an important issue. During the life cycle of the motors, they are subjected to

several conditions that can generate electrical or mechanic failure and the most responsible for

these failures are the bearings with about up to 40%. The bearings are fundamental mechanical

elements to the motor operation composed by internal and external ring, besides that, they are

developed according to the application requirement. The most frequency cause of these failures

are excessive or inadequate lubrication, excess load, contamination, misalignment, machine

component defects, improper application, among others. Regardless of their origin, failures

produce abnormal vibrations which can be small at first and intensify over time. Currently, the

observation of vibration in induction motors is an important technic to identify faults prevent

them from taking on large proportions. In addition, it is a non-invasive method by using a low

cost sensor and easy installation coupled to the motor. This work aims to analyze vibrations of

electric induction motors with healthy bearings and bearings with deliberately inserted defects.

The vibration signals were analyzed with the aid of the LabVIEW software through specific signal

processing techniques such as FFT (Fast Fourier Transform) and Hilbert Transform. A 2-hp

induction motor with triaxial vibration sensor and CompactRio data acquisition system was used.

The vibration bearings were acquired with healthy bearings and later with bearings with

artificially inserted defects. After the mathematical treatment using the Hilbert transform the

results were compared and discussed.

Index Terms: Induction motors, bearing faults, hilbert transform, fault detection, motor failure.

20.005

Avaliação do Desempenho dos Sensores MFCs para o Diagnóstico de

Descargas Parciais em Transformadores

B. A. Castro, V. P. Luiz, J. A. C. Ulson, A. L. Andreoli, F. G. Baptista, R. R. Riehl e D. A. Luz

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

The monitoring of partial discharges in high voltage devices, such as in power

transformers, have an importance for prevent functional problems associated of insulation

material deterioration. In transformers, the insulation materials could be early degraded if the

device is stressed by some critical factors like as: excessive overloads, heat, atmospheric

discharges, nonlinear charges, maneuvers that causes a transient response in electric system,

water inlet in oil insulation, etc. These factors could change the physical and chemical properties

in insulation materials and generated partial discharges (PD) at the transformers. The acoustic

emission method is based on mechanic waves detection of ultrasound emitted from partial

discharges by acoustic emission (AE) sensors installed on the transformer wall. The objective for

this paper is evaluating the potential of low cost and flexi le “Macro Fi er Composite Acoustic

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Emission Sensor P2 type (MFC-P2)” to detect partial discharges in distribution transformers.

This work makes a comparison of PD detection between a consolidated sensor (RS15I – Physical

Acoustics) and the MFC-P2 using a signal processing metrics such as spectrogram analisys,

kurtosis and skewness behavior for both signals. These results allowed evaluating the

performance of MFC-P2 in relation a consolidated sensor and this work can concluded that the

MFC-P2 have a good potential to detect partial discharges in power transformers.

Index Terms: partial discharge, acoustic emission, macro fiber composite sensors, MFC-P2, failure

diagnoses.

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TOPIC 21

SMART GRID SYSTEMS APPLICATIONS

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21.001

Energy Resource Management in a Smart Grid Considering Integration

of Electric Vehicles and Wind Power Generation using Simulated

Annealing

M. A. A. Viegas and C. M. Affonso

Universidade Federal do Pará (UFPA), Belém, Pará, Brasil

This paper presents a power management tool of a power system operating in a Smart

Grid that contains Electric Vehicles inserted as loads and Wind Power Generation. The

optimization technique used was Simulated Annealing, in order to minimize the total energy cost

of the network being studied. Three charging strategies were adopted: Peak Charging, Off-peak

Charging and Smart Charging besides Demand Side Management techniques. In addition to the

charging process will also be studied the discharging of the battery electric vehicles, preferably at

the peak of the load curve, as well as the possibility of supplying grid power through the wind

farm to supply both loads in the topology of the system as for the loads of electric vehicles

inserted through the creation of a charging/ discharging station. The system used is the IEEE - 39

bus New England power system. The results proved the effectiveness of the proposed method and

the importance of considering besides distribution as well as generation and transmission in

studies of planning and expansion of electric energy systems that contain Electric Vehicles and

Wind Power Generation.

Index Terms: Electric vehicles, demand side management, wind power generation, smart grid,

simulated annealing.

21.005

Modeling and Simulation of Hybrid PV/Wind Distributed Generation

System Under Different Power Input Scenarios

T. A. Cardoso and R. Ribeiro Riehl

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

In recent years, the advancement of power electronics made possible efficient distributed

power generation using multiple renewable sources, such as solar and wind. Typically, those

systems sold commercially have one individual inverter for each power source, which is

responsible for a major part of the whole system budget. One integrated inverter for both power

sources has the advantage of a simpler circuit structure and lower system cost. The objective of

this paper is to study the response and each module of a DC coupled solar/wind hybrid power

system: the PV panels; permanent magnet synchronous generator (PMSG) wind turbine with full

wave diode rectifier; DC-DC Boost converters; full-bridge DC-AC grid tied inverter; line filter. The

whole system is simulated using Matlab/Simulink Powersys library. The response was analyzed

under different power input scenarios, based on the amount and quality of active power delivered

to the grid.

Index Terms: Hybrid power systems, MATLAB, power system simulation, solar power generation,

wind power generation.

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21.006

A Cooperative Games Approach for Demand Side Management in Smart

Grids

L. S. M. Arnoux and W. Uturbey

Federal University of Minas Gerais (UFMG), Belo Horizonte, MG, Brazil

Demand-Side Management (DSM) programs con- sider the energy consumers as

intelligent agents and as key players for system management, gaining importance on the Smart

Grid era. In this context, we propose a cooperative approach for the decision-making process of an

aggregator that represents a group of residential consumers in a DSM program. The aggregator

participates in a day-ahead market and has to decide the best load curves for their consumers in

terms of energy costs. Our framework is divided in 3 steps: data submission, scheduling model

and cost sharing. In the first one, consumers send to the aggregator their consumption

preferences. With that information, the aggregator schedules consumers’ appliances, respecting

their preferences and minimizing the total DSM cost, using a mixed- integer scheduling model. In

the last step, the aggregator attempts to allocate total program cost to the participants in a fair

manner, using the Shapley Value. We test our framework in two random instances, with different

appliances, preferences and number of consumers and verify that more flexible participants

contribute more to the coalition value, and so forth pay less. Moreover, the peak pricing and

inclining block rates models have the capacity to reduce peak-to-average ratio of the system.

Index Terms: Cooperative games, demand-side management, load scheduling, residential power

management, shapley value.

21.008

Impact Analysis of a Distribution Network with Cold Storage Warehouse

to Improve Energy Demanded Management

Z. A. F. Souza, J. H. Angelim, D. B. Vilar and C. M. Affonso

Universidade Federal do Pará (UFPA), Belém-PA, Brasil

This paper proposes a Demand Side Management strategy applied to a thermal system

connected to the grid. A multiobjective approach is applied using Genetic Algorithm, in order to

minimize the load demand and minimize the energy costs. A variable energy tariff is adopted, and

the management system defines the best time to turn on the refrigeration system and the cold

water warehouse (CWW), and the best time to turn off the refrigeration system and connect it to

the cold water warehouse, improving the use of the energy consumed and reducing peak demand.

The proposed methodology was applied in a real distribution system based on a University

campus in the city of Belem, Brazil. The optimization method and the modeling of the electrical

distribution system, the cooling and cold water warehouse implemented in MATLAB. The results

show that with the CWW system in operation, the consumption of the distribution network and

the expenditures with the energy account of the institution are reduced considerably, bringing

significant gains monthly to the university despite the fact to be some impacts on the distribution

network.

Index Terms: Demand side management, demand response, smart grids, thermal storage, genetic

algorithm and impact analysis in distribution systems.

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21.009

Optimal Investment and Operation of Distributed Energy Resources in

Microgrids with Renewable Generation

C. A. Alvez, J. E. Sarmiento, A.C. Zambroni de Souza and R. C. Leme

Nowadays, the expansion of electric systems in traditional way faces difficult barriers to

meet the growing demand, driven mainly by environmental concerns and fossil fuel depletion. In

this context, the microgrids present a safe and reliable option to integrate Distributed Energy

Resources (DERs) in distribution networks. In order to obtain the maximum benefit of DERs it is

necessary the use of optimization tools that allow to supply demand efficiently. Thus, this paper

presents a cost optimization model for DERs investment and operation, including CHP and

renewable generation. The uncertainty of renewable sources is represented by a scenario tree.

Potential benefits and drawbacks of DERs installation were explored through simulations for

several case studies. The results show that the developed tool can provide support in the decision-

making process. As a feature to highlight, the model allows to perform analyzes respect to the

impact of DERs integration in a medium- term uncertain horizon.

Index Terms: Distributed energy resources, renewable energy, microgrids, optimization model.

21.013

Solid State Transformer in the Control of Voltage Levels in Distribution

Networks

L. A. A. Godoi1, D. Paschoareli Júnior2 and J. B. Souza2

1União das Faculdades dos Grandes Lagos, São José do Rio Preto, SP, Brasil

2Universidade Estadual Paulista (UNESP), Ilha Solteira, SP, Brasil

With the advent of the smart grid and growing renewable energies, a number of

connections from decentralized sources in the network have increased considerably, and the

greater the penetration of distributed generation the greater the impact on the network, affecting

the quality of energy and especially the voltage levels . In this paper it is proposed the use of the

SST functionalities to minimize the impact on the voltage levels caused by high microgeneration

connections. To evaluate the performance of the SST, a simulation with the PSIM software of a

low voltage distribution network with 30% and 60% distributed generation penetration index is

performed.

Index Terms: Component, power electronics converters, power quality, power transformer, smart

grid.

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21.014

Impacto de la Generación Distribuida con Energía Solar Fotovoltaica en

la Tensión Eléctrica – Simulación de un Caso.

S. S. Tedoldi, S. B. Jacob, J. Vignerte, J. L. Strack, G. J. Murcia, J. C. Branda y E. Garín

Universidad Nacional de Mar del Plata (UNMDP), Mar del Plata, Argentina

The impact of Distributed Photovoltaic Generation (GDFV) was studied in a distributor of

the electric network of Balcarce city, Province of Buenos Aires, Argentina. With the use of the

DIgSILENT 15 software a 13.2kV distributor was modeled and the impact on the voltage profile

of the GDFV was analyzed, establishing penetration scenarios of 10, 30, 50 and 70% with respect

to the installed power of the distributors urban. The results show a growing disturbance as the

penetration scenario grows.

Index Terms: Distributed generation, photovoltaic solar energy, simulation.

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TOPIC 22

ARTIFICIAL INTELLIGENCE, FUZZY LOGIC AND

NEURAL NETWORKS

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22.001

Behavior Analysis of Exact and Approximate Techniques on

Distribution Systems Reconfiguration

C. Gerez and E. A. Belati

Universidade Federal do ABC (UFABC), Santo André, SP, Brasil

For increasing distribution systems reliability and optimize its operation, a diverse

amount of studies and researches are developed with the goal to find solutions for its problems.

One of the greatest challenges faced, specifically on distribution systems, is to find ways to

minimize its active losses values and improve its voltage levels. To achieve this objective, there

are some techniques that can be used to solve this problem, being these systems reconfiguration,

one of the most viable option from both economic and technical point of view. In face of the nature

proposed by the reconfiguration solution, where opening and closing of disconnect switches is

needed to determine new topologies that present better results, computational techniques are

usually the best option to find these new configurations, since the search space is of a 2n order,

where n is the number of maneuverable switches. These techniques can be basically divided in

exact and approximate, the last being normally based on evolutionary algorithms and artificial

intelligence. This paper presents a comparative study that initially considers the application of an

exact technique, based on Branch and Bound (B&B) algorithm to solve the problem for the

studied systems, and after that, applies a bioinspired metaheuristic, the firefly algorithm, based

on these insect behaviors and its social and environmental interaction, for the same systems.

Being this an optimization problem searching the minimum value, it is subject to the following

constraints: 1) radiality; 2) load islanding; 3) admissible bus voltage levels; 4) bus power balance.

The methods were initially applied to a 5 buses and 7 branches system and after on a 16 buses

and 21 branches and 33 buses and 37 branches systems. Through the obtained results, it is

possible to analyze the distribution network performance improvement after its reconfiguration

and compare each methodology behavior, pointing out the pros and cons of each one of them.

Index Terms: Distribution system reconfiguration, optimization, firefly algorithm, loss

minimization, branch and bound.

22.002

FACTS Allocation via CROW Search Algorithm

S. C. Reis, O. L. Tortelli and L. S. Coelho

Universidade Federal do Paraná (UFPR), Curitiba, PR, Brasil

This article proposes an allocation methodology of the so-called second generation of

Flexible Alternate Current Transmission System (FACTS) Controllers, more specifically, the

STATCOM (Static Synchronous Compensator), SSSC (Static Synchronous Series Compensator),

and UPFC (Unified Power Flow Controller). The proposed allocation strategy associates the

steady-state analysis of the electrical network, with the location and adjustment of controllers

parameters determined by a novel and very promising optimization technique called CROW

Search Algorithm (CSA). CSA is a rather simple population-based metaheuristic method with

only two adjustable parameters, which makes it very attractive for applications in large scale

problems as device allocation. The parameters settings of each controller are properly linked with

the different operational condition of the system. The effectiveness of the proposed allocation

methodology is verified through the analysis of simulations involving the three indicated FACTS

devices, considering different network topologies. The results indicate the adequacy and

computational efficiency of the CSA technique to deal with allocation problems. Also, the

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significant operational benefits achieved with the adequate inclusion of FACTS Controllers in the

power grid, confirming the relevance of the proposed allocation methodology.

Index Terms: FACTS allocation, meta-heuristics, CROW algorithm, transmission systems

planning.

22.003

Multinodal Load Forecasting Based on Fuzzy- ARTMAP Neural Network

A. J. Amorim, T. Abreu and C. R. Minussi

Universidade Estadual Paulista (UNESP), Ilha Solteira, SP, Brasil

This work proposes to develop a predictor system (multinodal forecasting) considering

several points of the electrical network, such as: substations, transformers, feeders, etc. based on

an ART (Adaptive Resonance Theory) neural network family. It is a problem similar to the global

forecasting. The difference corresponds to use a strategy to construct the input and output of the

data with several parallel neural modules to the global prediction system. Considering that the

multinodal prediction is more complex, if compared to the global prediction, the multinodal

prediction will use the Fuzzy-ARTMAP Neural Network and the Global Load Participation

Factor, which are two important resources. The advantages of this approach are: (1) processing

time is equivalent to the processing of the global forecasting, i.e., the additional time processing is

quite low; and (2) Fuzzy-ARTMAP Neural Network converges faster (hundreds times) than

backpropagation neural network (benchmark in precision). The preference for neural networks of

the ART family is due to the fact that such architectures have the characteristic of stability and

plasticity that provide the results in a fast and precise way. In order to test proposed forecast

system, results are presented for three substations from a database of New Zealand Electrical

Company.

Index Terms: Global load participation factor, load forecasting, electrical system distribution,

artificial neural network, fuzzy-ARTMAP.

22.004

Melhoria da Confiabilidade do Fornecimento de Energia Elétrica em

Sistemas de Distribuição Utilizando Alocação de Chaves e Algoritmo

Evolutivo Multi-Objetivo

L. D. Boff1, M. F. Castoldi1, M. Silva1, S. A. Souza1 e C. B. S. Silva2

1Universidade Tecnológica Federal do Paraná (UTFPR), Cornélio Procópio, PR, Brasil

2Companhia Paulista de Força e Luz, Bauru, SP, Brasil

This paper presents a strategy for solving the allocation problem of sectionalizing

switches in a Brazilian electrical distribution system. The method used considers the fault history

of the system during one year and the optimization of two contrasting objective functions: the

reliability index Equivalent Duration of Interruption per Consumer Unit (DEC) and the total cost

related to the sectionalizing equipments, such as: manual and automatic switches and automatic

reclosers. The problem's optimal solutions acquisition is accomplished through the application of

a multi-objective evolutionary algorithm, the NSGA-II (Elitist Non-Dominated Sorting Genetic

Algorithm II), which works very well with the optimization of two objectives. The efficiency of the

proposed strategy is tested in a Radial Distribution System of Companhia Paulista de Força e Luz

utility which has 2257 bars and 25521 consumers and seeks to minimize the number of switches

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devices used in the system as well as to improve the reliability index Equivalent Duration of

Interruption per Consumer.

Index Terms: Multi-objective evolutionary algorithms, NSGA-II, optimal allocation of switches,

power distribution system, power system reliability.

22.005

Uso de PSO Modificado para Controle Dinâmico de Motor CC

G. N. de A. Maranhão e C. Soares Modesto

Universidade Federal do Amapá (UFAP), Macapá, AP, Brasil

The PSO (Particle Swarm Optimization) is an optimization technique that stands out

from the others for its simplicity of programming and processing speed, due to its short algorithm

and parameterization, this article aims to use a modification of the PSO (MPSO) algorithm so

that this technique can be used for dynamic control of a DC Motor. It was parameterized and

conditioned so that it can operate a plant with second order system characteristics to be verified

the behavior of this algorithm on the response characteristics. The PSO is used as a proportional

controller in which the particles represent the gain of that controller and the program acts in

order to modify that gain so that it maintains the motor speed constant in relation to

modifications in its feeding and external disturbances. It is observed in simulations performed in

the MATLAB software, using a parameterization that allows its use for the dynamic control, so it

converge to the ideal response in a steady state and several transient properties are obtained

through parametrization, thus, introducing the PSO as a possible technique to be used for

dynamic process control.

Index Terms: Modified PSO, motor DC, dynamic control.

22.006

Previsão Multi-Passos da Velocidade do Vento Através de Redes Neurais

Artificiais

Rafael S. F. Ferraz1, F. da C. Cruz1, Renato S. F. Ferraz1, A. F. S. Correia2 e E. F. de Simas Filho3

1Universidade Estadual de Santa Cruz (UESC), Ilhéus, Bahia, Brasil

2Serviço Nacional de Aprendizagem Industrial (SENAI), Salvador, Bahia, Brasil 3Universidade Federal da Bahia (UFBA), Salvador, Bahia, Brasil

Smart-grid is in expansion in transmission and distribution systems due to many

advantages compared to the traditional systems. Moreover, this model facilitates the renewable

sources insertion, such as wind energy, in the consumer units. However, one of the barriers to a

greater participation of the wind power source in the electric matrix is related to the uncertainty

of the power generation due to wind speed variations. This paper evaluated the artificial neural

network performance for wind speed prediction in a city located in Bahia state, Brazil, using

historic data with steps ahead from thirty minutes to six hours. The delays quantity was

determined by autocorrelation function (ACF) and the number of neurons in the hidden layer was

chosen by tests for different predictions. The results comparison allowed to conclude that the

artificial neural network presented better predictions for steps ahead until two hours with MAPE

error lower than 20%. Consequently, the proposed system permits a prior knowledge of the wind

power to the system operator, as well as the network efficiency improvement.

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Index Terms: Wind power, wind speed forecast, time series, artificial neural network,

autocorrelation function.

22.007

Minimização das Perdas e Custos de Operação em um Sistema de

Distribuição Utilizando Alocação de Banco de Capacitores e Evolução

Diferencial Binária com Restrições de Qualidade de Fornecimento

T. A. Moreira1, M. Silva1, M. F. Castoldi1, S. A. Souza1, P. C. Lazarini2 e C. B. S. Silva2

1Universidade Tecnológica Federal do Paraná (UFPR), Cornélio Procópio, PR, Brasil

2Companhia Paulista de Força e Luz, CPFL-Paulista, Bauru, SP, Brasil

This paper presents a methodology for the allocation of capacitor banks in radial

distribution systems with binary differential evolution algorithm. The allocation of capacitor bank

aims to reduce the electric losses from reactive power present in the network, aiming at the

optimization of system operation and cost reduction. In this paper eight types of capacitor banks

were used, among them four fixed types and four automatic types, where the algorithm is able to

select possible combinations of capacitor bank installation, in order to minimize electrical losses,

and consequently improve voltage and power factor in the bus feeder, without transgressing the

standards imposed by regulatory agencies, and minimize the cost of installing capacitor banks.

The methodology is tested in a real system of a Brazilian electricity distribution utility,

considering two levels of demand. The results obtained demonstrate that the proposed algorithm

was able to minimize conflicting objectives such as reduction of losses and cost, respecting the

operational restrictions as well as, guaranteeing solutions that do not cause harmonic resonance,

pointing to the applicability of the proposal of this work.

Index Terms: Differential evolution algorithm, distribution systems, genetic algorithms, harmonic

resonance, power capacitors.

22.010

Sintonia de Parâmetros de Métodos de Detecção de Eventos Baseada em

Algoritmos Genéticos

H. A. D. Azzini1, J. G. I. Cipriano1, A. C. V. da Silva2 e L. C. P. da Silva1

1Universidade Estadual de Campinas (UNICAMP), Campinas, SP, Brasil

2Companhia Paulista de Força e Luz, CPFL-Paulista, SP, Brasil

Non-Intrusive Load Monitoring (NILM) aims to determine the individual consumption of

each load inside a building from the detailed analysis of voltage and/or current measurements

made at central location in the electrical system. Thus, the individual consumption of each

appliance is disaggregated from the overall measurement, without entry into the installation and

consequently, without physical access to the appliances. A disaggregation of loads can be

summarized in three steps: event detection, recognition and consumption estimation. Event

detection consists of determining when a load changes its state, that is, detecting an event is

determining when a load is turn on/off or made a transition to another operating stage. An

adequate performance of detection methods is fundamental to the good performance of the other

steps, recognition and estimation of consumption. Tuning the detection methods parameters is

very important, however, some methods of event detection have a complex interdependence

between the parameters. Therefore, the main contribution of this work is the use of genetic

algorithms to determine an optimal fit of parameters, since genetic algorithms are good solutions

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for optimization problems in complex scenarios.

Index Terms: Appliance switch-ON/OFF detection, genetic algorithms, non-intrusive load

monitoring, smart home.

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TOPIC 23

EFFICIENT USE OF ENERGY / POWER QUALITY

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23.001

La Presencia de Armónicas es ya un Problema para Nuestros Sistemas

de Distribución

J. C. Gómez, G. Zamanillo, E. Florena, F. Romero y S. Nesci

Universidad Nacional de Río Cuarto (UNRC), Río Cuarto, Córdoba, Argentina

Power Quality is the property of the electric power that the customer receives, in what

refers to the voltage waveform, amplitude and frequency. In Argentina, several regulations exist

regarding the Quality of the Electric Supply where the acceptable maximum values are specified

in the harmonic content of as well the voltage supplied by the utility as of the content of the

current that the customer absorbs from the grid. Today, it is frequent the detection of problems of

overloaded equipment and elements due to harmonic pollution as well of the utility distribution

system as of the customer installation, such as transformers, neutral conductors, capacitors,

motors, etc. Indeterminations and errors exist by the presence of harmonics in the measurement

of power and energy, due to the lack of a definition of universal acceptance of the reactive

magnitudes. The incorporation of customer equipment with new technologies should be carefully

studied by their possible increment of the harmonic contamination, It is concluded in the urgent

necessity to establish new limits of strict implementation in the levels of harmonic distortion of

the voltages and currents, before levels are reached that make unmanageable the distribution

system.

Index Terms: Distribution systems, equipment damage, harmonics, power quality, regulations.

23.002

Sensibilidad de las Lámparas LED a los Huecos de Tensión

J. C. Gómez, G. Campetelli, J. C. Amatti, C. Reineri y H. Rovere

Universidad Nacional de Río Cuarto (UNRC), Río Cuarto, Córdoba, Argentina

Power Quality is the property of the electricity that the customer receives, in reference to

voltage waveform, amplitude and frequency. In Argentina, regulations exist, in none of them

voltage sags are considered, although its incidence is of world concern. Few papers on the impact

of the voltage sag on the illumination led has been published. The effect of the voltage sag goes

from the simple twinkling to the lamp turn-off. This lamp type introduces the necessity of power

electronic, for what the interface represents a device to be included in the immunity study. In

spite of being a recent technology, their diffusion advances quickly so much in domestic

applications as everywhere. Today a quick and aggressive substitution is taken place. Eleven

lamp types were selected of those of more diffusion in the market, testing also two power supply

types. The voltage sag varied parameters were magnitude and duration. It is concluded that the

led lamp is more immune to voltage sags than the incandescent and arc lamps. Presenting a

particular behavior in what refers to the delay as much in the turn-off as in the self-turn-on. More

study is required in order to obtain general conclusions.

Index Terms: Immunity, LED lamps, power quality, power supply, voltage sags.

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23.004

Análise de Alocação de Filtros para Mitigação de Distorção Harmônica

em Sistemas Elétricos de Distribuição

M. P. C. da Silva1, R. C. Leborgne1 e V. Barrozo2

1Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, RS Brasil

2Universidade Federal de Rondônia (UNIR), Porto Velho, RO Brasil

A methodology for optimal allocation of passive filters in an electrical distribution system

is proposed in this study. Harmonic distortions are reduced using filters, however their location in

the system requires attention. Depending on the choice of the installation’s place(s) of filter(s)

there is the possibility of worsening the Power Quality by increasing harmonic distortion at other

points. Thus, this research aims to find the optimal installation place using a minimum number

of filters. Cases were simulated to observe the behavior of harmonic distortions according to the

filters allocation. Initially filters were designed for certain buses and allocated in the proposed

buses, so also at different points. It was observed that the best results to mitigate system average

harmonic distortion did not occur with the installation of the filter for which proposed buses but

in another which is more distant. The harmonic distortion mitigation was observed not only in

the nearby buses, but also in the distant ones, while the initially proposed allocation was only

good in mitigating harmonic distortion of nearby buses. This occurred as a consequence of the

change of the harmonic current flow, and this highlighted the need for attention in choosing the

buses for filters installation.

Index Terms: Distorção harmônica, filtros, modelagem de sistemas elétricos, qualidade de energia,

sistemas elétricos de potência.

23.006

Estudio de un Banco de Pruebas para la Determinación de la Eficiencia

Energética de Motores Asincrónicos Trifásicos

J. M. Trepat y P. A. Massa

Universidad Nacional de La Plata (UNLP), La Plata, Bs As, Argentina

In our country and in many countries of the world, three-phase asynchronous motors

require the order of sixty percent or more of the annual electricity consumption in the industry.

Three-phase asynchronous motors play a significant role in industrial processes and energy

efficiency is closely associated with the costs of production processes. For these reasons, many

efforts are made, scientific and technical, to know in detail the efficiency of three-phase

asynchronous motors. The changes that introduce technological improvements in this electric

motors, from new designs and the use of new materials in their construction, are validated

commercially through the so-called "energy efficiency labeling" that the legislation of each

country considers mandatory. This process of labeling is ultimately a process of Product

Certification by one of the systems that characterize it (brand, type, etc.) and that always require

the carrying out of tests following standard procedures at national and international level. Given

the importance of having means for the testing of these motors, a test bench with the following

characteristics are performed: versatile, easy to operate and low power consumption during

testing (regenerative). The latter compensates for a possible higher initial cost of the bank and

over time is highly beneficial economically. The proposed bank uses a three-phase asynchronous

motors, twin to the motor to be evaluated, operating as a generator, the load of the engine to be

tested and completed with a primary electronic power supply, a back-to-back inverter or inverter

with regenerative brake and the necessary protection and control devices. The use of a motor,

identical to the machine to be evaluated, such as load and versatility provided by the power

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electronics, allows the possibility of returning the energy to the grid so that in the process only

the losses of the component elements of the test bank are consumed. A brief description of the

standard methods of testing asynchronous electric motors are carried out, the operation of the

asynchronous machine is analyzed as a generator, the components of the proposed test bench are

presented and a typical case of bank operation is described for the determination of the energy

efficiency of a three-phase asynchronous motors.

Index Terms: Convertidores back to back, eficiencia energética, IEC 60034-2-1, motores

asincrónicos trifásicos.

23.008

Sistema Transformador Atenuador de Harmônicos

R. T. Ferraz1, E. L. Bonaldi2, L. E. de Lacerda de Oliveira2, G. Lambert-Torres2, L. E. Borges da

Silva3, R. R. Pereira3, R. Bauwelz Gonzatti3 e A. C. V. Delgado4

1SUAPE II, Brasil

2Instituto Gnarus, Brasil 3Universidade Federal de Itajubá (UNIFEI), Itajubá, MG, Brasil

4CGTI, Brasil

Nowadays, harmonics in all type of power system circuits are inevitable. However, its

mitigation is a necessity and this mitigation must be made as close as possible to its generator

source. This paper presents a harmonic attenuator set, which consists of phase-shifting

distribution transformers and a hybrid active filter, which together mitigate harmonics in the

auxiliary system of a thermoelectric plant. The transformer has the function to mitigate the

standard harmonics, it means, certain harmonic currents, and the hybrid active filter eliminates

non-conventional harmonic components. The proposed set has been developed for SUAPE

Thermoelectric Power Plant, in Brazil.

Index Terms: Eficiência energética, filtro ativo híbrido, gerador, harmônicos, transformador

atenuador de harmônicos.

23.009

Avaliação da Perda de Carga em Grades de Tomada D’água com

Infestação do Limnoperna Fortunei

T. R. D. C. Souza1, D. M. D. A. Diniz3,4, A. L. P. Castro2, E. A. M. Rico1,

J. L. Z. Tarqui1 e C. B. Martinez1

1Universidade Federal de Minas Gerais (UFMG), Brasil

2Universidade Federal de Ouro Preto (UFOP), Brasil 3IBMEC, Brasil

4Centro Universitário UNA, Brasil

Brazil has in its energy matrix a large portion of hydroelectric generation, a portion that

has been suffering for some time from the impacts caused by the infestation of Limnoperna

fortunei, popularly known as golden mussel. This mollusk is an invasive species from South Asia,

detected in South America in 1991 in the Rio de La Plata and since then its remains are found

along all coast as well as ports and rivers throughout the Brazilian territory. This type of mussel,

in addition to affecting the local fauna and flora has been causing problems through its

incrustation in the pipes and conduits of all the hydroelectric network and also domestic. Its

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fixation often causes the clogging of pipes with smaller diameters and in other cases the reduction

of the internal diameter of the pipes, which causes an increase of load loss. There are several

studies on how to control the infestation of the species, however, so far no reports have been made

of any process that has eradicated or contained such infestation. This work presents an

evaluation of the effect of scale in pipes of several diameters, being possible to determine the

evolution of the factor of loss of load as a function of the infestation, varying it according to the

number of layers of incrustation. The results show that the smaller the pipes, the greater the

impacts related to the losses and the efficiency, both, when compared to systems without any type

of incrustation. In many cases there may be a problem of occlusion of the pipes, causing system

clogging. For larger diameters, the impact is proportionately smaller. However, as the number of

scale layers increases there is an increase in the loss of charge in the system. It is important to

emphasize that the mollusc in study, presents high proportions of infestation and is able to

survive, develop and grow under different conditions, requiring new and constant observations

regarding its progress on the hydrographic basins in Brazil.

Index Terms: Golden Mussel, embedding, hydropower.

23.010

Estudo de Inversor Aplicado a um Sistema Fotovoltaico para

Compensação de Reativos

W. G. de Souza, M. A. Rocha, P. J. Amaral Serni, A. Ferreira Alves, A. L. Andreoli e P. S. da Silva

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

A importância e a utilização das fontes de energia renováveis, como a solar fotovoltaica,

têm ganhado um grande destaque na matriz energética mundial devido à crescente demanda de

eletricidade e aos problemas ambientais causados pelos combustíveis fósseis, levando os sistemas

tradicionais a considerarem operações de créditos e custo de energia, fluxo de potência,

estabilidade da rede de distribuição e qualidade da tensão e corrente utilizadas. Este trabalho

apresenta uma topologia de inversores fotovoltaicos para o controle da potência reativa no

sistema de distribuição para compensação ativa do fator de potência por meio da utilização do

sistema estacionário αβ0 e de controladores proporcionais-ressonantes. Utilizando-se o software

MATLAB/Simulink®, foi implementado um sistema fotovoltaico completo com algoritmo de MPPT

capaz de compensar os reativos de diferentes tipos de cargas em um ponto de acoplamento comum

(PAC) com a rede, composto de um conversor CC-CC e de um inversor trifásico de dois níveis com

filtro LC. Os resultados observados atenderam o objetivo proposto, uma vez que o inversor

conservou o fator de potência próximo da unidade em situações com variação acentuada da

irradiação solar, além de manter o equilíbrio do fluxo de potência no sistema para variações

bruscas na carga, além de conservar o perfil da tensão no PAC aproximadamente senoidal.

Index Terms: Inversor fotovoltaico, fator de potência, controle de reativos, qualidade de energia.

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23.014

Dimensionamento de um Sistema de Alta Temperatura Utilizando

Energia Solar e um Sistema Auxiliar para Processos de Pirólise

G. R. A. Chumpitaz1, C. J. R. Coronado1, M. A. R. Nascimento1, J. J. Roberts2 e E. M. D. Santos1

1GETEC, Universidade Federal de Itajubá (UNIFEI), Itajubá, MG, Brasil

2IPBEN-UNESP Guaratinguetá, Universidade Estadual de São Paulo (UNESP), SP, Brasil

As energy is the basis of society's development and way of life, it is necessary to research

new sources of energy that are not based on fossil fuels, which are the main cause of emissions of

pollutants into the environment. Pyrolysis stands out for its flexibility in terms of product yield

and composition. The most common and usual ways of providing energy to the pyrolysis process

are fuel oil, natural gas or electricity, which can be replaced by a renewable source, in this work,

solar energy will be used as a thermal source. The objective of this work was designed an energy

use system for the pyrolysis process based on solar thermal energy and an auxiliary system. The

system has working flexibility, since pyrolysis depends on certain parameters, such as pyrolyzer

type, temperature, heating rate, residence time and type of sample. Thus, in order to achieve

different temperature ranges, a parameter that influences the yields of the products obtained

(gas, liquid and coal), the proposal aims at dimensioning the parabolic solar concentrator, this

system should reach a minimum temperature and should include an auxiliary system if the solar

radiation is not sufficient at certain times throughout the day.

Index Terms: Auxiliary system, design, parabolic dish, pyrolysis, solar energy.

23.017

Static Synchronous Compensator based on Modular Multilevel

Converter

B. S. Medeiros1, F. T. Ghetti2 and P. G. Barbosa1

1Federal University of Juiz de Fora (UFJF), MG, Brazil

2Federal Institute of Southeast of Minas Gerais (IFSUDESTEMG), MG, Brazil

This paper presents the principle of a Modular Multilevel Converter operating as Static

Synchronous Compensator. The Modular Multilevel Converter has been proposed as an

alternative topology to overcome limitations of conventional Voltage-Sourced Converters in high

voltage networks, since it is possible to increase the converter capacity by adding more

submodules per converter arm. Additionally, the modular structure permits the synthesis of

multilevel voltage waveforms which simplify the design of harmonic filters and magnetic

structures required to connect the converter to the mains. The submodules of each converter leg

should have its dc voltages regulated and equalized. Digital simulation results are used to

validate the control strategy of the Static Synchronous Compensator and to demonstrate the

performance of the balancing algorithms used to regulate the submodules dc capacitors voltages.

Finally, experimental results obtained with a small-scale prototype with three submodules per

arm are presented to validate the digital time simulation results.

Index Terms: Capacitor voltage balancing algorithm, digital simulation, MMC, multicarrier

SPWM, STATCOM.

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23.021

Harmonics in Three-Phase Transformers to Columns with Fe-Si and

Amorphous cores

C. O. Dimenna and G. A. Bacino

Universidad Nacional de Mar del Plata (UNMdP), Mar del Plata, Argentina

The objective of this work is to obtain an evaluation of the harmonic generation at

different states of load of three-phase 250 kVA power transformers, with Amorphous and Fe-Si

cores by means of simulations. The nonlinear behavior is based on the magnetic saturation curves

obtained from the characteristics of the materials. This is a case of analysis that constitutes a

methodological example, since it is part of the calculation or design of the transformer and based

on it, the electrical parameters for the simulation were calculated. The harmonic components of

phase and line currents were obtained by using the Fast Fourier Transforman (FFT). The

simulations clearly show the influence of the magnetic circuit asymmetry, and the saturation of

the laminations, as well as the differences in their harmonic content for the different loading

conditions.

Index Terms: Power quality, harmonics, modelling and simulation, three-phase transformers.

23.022

Optimal Configuration of Capacitor Banks by ACO (Ant Colony

Optimization)

J. Vignerte, C. Agüero, G. di Mauro and D. O. Anaut

Universidad Nacional de Mar del Plata (UNMdP), Mar del Plata, Argentina

The reactive energy must be compensated or neutralized, because it does not produce

useful work, and in its movement from the generation to the load generates technical losses that

not be eliminated but can diminished. There are also overloads in all elements of the system for

this effect. This paper study arbitrary number of capacitor banks, randomly installed in the

standardized 33-node distribution network for validate results, and seeks capacitive reactive

power configuration injected by each bank to counteract the undesired effects of the phenomenon,

minimizing losses and respecting imposed voltage limits. To do this, an algorithm used that

explores the possible solutions and is inspired by the behavior of the ant colony (ACS) when it

moves to find food. The simulations were done in object oriented C ++ programming language, of

great versatility and as result, reactive power configuration is obtained that minimizes losses and

improves the voltage profile. The execution time of the program is acceptable (close to minute

using standard computing resources) and provides reports of voltage profile and losses.

Index Terms: Optimization, ant algorithms, reactive power.

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23.024

The Impact of Differential Rate Charging and the Power Factor for Low

Voltage Consumers

J. A. Cagnon, M. E. Bordon, M. N. Franchin and G. C. S de Santi

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

The current situation in Brazil, the search for solutions in the electric power sector and

the frequent threat of supply and supply disruption (due to energy shortages) has motivated

several segments of society to seek solutions that guarantee the maintenance of economic and

social development. This study requires an identification of the installed load (installed power) of

the consumer. And know its main electrical quantities, such as: power, voltage, current, demand

and its power factor. In this context, the present work analyzes the impact of charging the

differentiated tariff on low voltage consumers, as well as presenting data that can evaluate the

residential electrical of the residential installations.

Index Terms: Tariff modality, residential electrical, power factor.

23.025

Supervision System for Water Control and Measurement in Buildings

J. A. Cagnon, M. E. Bordon, M. N. Franchin and A. C. Mendes Trentini

Universidade Estadual Paulista (UNESP), Bauru, SP, Brasil

This work aims at the configuration of a system of supervision, management and control

of the distribution of treated water in apartment buildings of collective use. For the development

of this work the control software that uses C language libraries and control system under

controllable programmable logic. The contribution of this work is the implementation of a

prototype of a dedicated management system, aiming to establish an individual measurement for

each apartment of collective use, condominium, loss control and everything at the request of

potable energy. The proposed system brings with it countless advantages, such as ease of

implementation, operation and all low cost.

Index Terms: Energy efficiency, supervision system, water control and measurement.

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TOPIC 24

ENVIRONMENTAL ASPECTS OF POWER PLANTS

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24.001

Os Desafios da Regularização Ambiental de Uma Pequena Central

Hidrelétrica no Ano de 2013, Cujos Aspectos e Impactos Estão

Relacionados aos Equipamentos e Sistemas Produtivos de 1962

G. A. Santana de Sá, P. Magalhães Sobrinho e A. Nascimento

Universidade Estadual Paulista (UNESP), Guaratinguetá, SP, Brasil

The purpose of this article is to introduce the challenges faced by a Brazilian electricity

company during the process of environmental regulation of a small hydropower plant from which

it holds the concession and whose operations start in 1962. Until 2011, given its historic value as

well as the still incipient application of a greater rigidity of environmental legislation, this small

hydropower plant whose installed capacity is 30 MW had the term of its environmental license

expired. The concessionaire of the hydroelectric exploitation in question, which has contractual

obligations established in the concession contract no 65/1999 with the National Electricity Agency

- ANEEL, with emphasis on compliance with the current environmental legislation, saw the

almost 50 years of operation with provisional environmental permits and based on the lack of

environmental legislation. The central challenge: the modernization and updating of production

methods that were still linked to the beginning of the operation of the small hydroelectric plant in

1962 so that the negative environmental impacts could be solved and consequently the

environmental regularization of said plant could be achieved according to the current

environmental legislation. The study aims to contribute to other entrepreneurs who find

themselves in similar situations.

Index Terms: Commercial law, environmental engineering, environmental management,

hydroelectric power generation.

24.002

Importância dos Dados Experimentais em Simulações Computacionais

F. L. F. O. Tomé, R. S. Alonso, L. P. Santos, M. T. C. Faria, M. C. Sampaio e E. M. F. Viana

Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil

Ecological continuity, in particular, a longitudinal connectivity of watercourses, which has

become the main restoration factor in watercourses regulated by dams, requiring the construction

of a Fish Transposition Mechanism (MTP). The success of any such project depends on both the

study of the national capacity of sites for the site and the analysis of the most appropriate

hydraulic and structural parameters. This work presents a comparison of results obtained

experimentally in prototype with those of computer numerical simulation of the study of the

hydraulic behavior of a Fish Transposition Mechanism (MTP) of the ladder type with vertical

groove, with the objective of analyzing the velocity fields, the levels of energy dissipation and

Reynolds shear stress. The mathematical simulation model was developed using the finite volume

elements method, with Flow3D software, being corrected for access to a coherent mathematical

model according to the physical experiments, so that it can be used in future projects in which

there are variations in the design of the fish ladder among other possibilities.

Index Terms: Fishway ladder, energy dissipation, reynolds shear stress, mathematical simulation.

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24.003

Slope Influence on Variation of Reynolds Stream Inside a Tank of

Fishway

F. L. F. O. Tomé, M. C. Sampaio, E. M de F. Viana, R. S. Alonso e J. L. Z. Tarqui

Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil

The growing demand for electric power promotes the increase of hydroelectric plant

construction in Brazil. However, the impacts of this type of system should be mitigated. Among

them there are systems to allow the free movement of fish. The success of a fishway design

depends both on the study of the swimming ability of fish as the analysis of the most appropriate

hydraulic and structural parameters of the mechanism for passing migrant fish during the

spawning season. The study of the fish increase efficiency by fishway depends on the monitoring

of speed, energy dissipation and Reynolds shear stress along the path. Turbulence can increase

the energy cost of locomotion of fish to extremely high levels, causing bodily harm or even the

death of these organisms. The Reynolds shear stress is related to the continuous transfer of

moments between masses of water with adjacent viscosities, these masses of water having

different speeds. This tension exerts a force parallel to the body of the fish, which can cause a

strong interference in its swimming performance and stability. The impact of shear stress

depends on its direction in relation to the body of the organism. reports that the longitudinal

component of the Reynolds shear stress (τxy) is the one that mainly affects the fish, where the x

direction corresponds to longitudinal, and y the transversal to the channel. The Reynolds shear

stress found in nature is low, more often less than 100 Pa. This stress value can be easily

supported by fish, but values greater than 500 Pa can cause damage. With respect to Reynolds

shear stress in all flow and slope conditions, the fish find possible areas of passage so that the

values do not reach the defined limit that was 500 N / m2. However, there is a need to verify the

influence of the exposure time on the different voltage magnitudes and, therefore, to verify a real

limitation of this system.

Index Terms: Fishway design, fish passages, swimming capacity, Reynolds.

24.004

Slope Influence on Variation of Velocity Inside a Tank of Fishway

F. L. F. O. Tomé1 , M. C. Sampaio1, , E. M. de F. Viana1, R. S. Alonso1, D. M. de A. Diniz2

1Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil

2Centro Universitário UNA

In Brazil most of the electricity generation is from hydroelectric plants. In 2014

hydroelectric generation contributed by 65.2% of the total generated in the country. In that same

year the installed capacity reached 133,914 MW (EPE, 2015). These plants have as characteristic

the installation of dam along the cascade of the rivers with the consequent interruption of the fish

passage and other organisms. One of the solutions that can be adopted to mitigate this

interruption is the restoration of the ecological continuity, promoting the longitudinal

connectivity of the rivers. This type of action is considered as the main factor in the restoration of

watercourses regulated by dams. For the restoration of the ecological continuity one can choose

the construction of Fish Passage that will allow the upward flow of migratory fish to the dam

area. The ability of the fish to pass through the Fish Passage depends on the velocity of the flow,

the energy dissipation inside the tanks, the Reynolds shear stress along the course and the

swimming capacity of the individuals. The evaluation of the velocity field of the flow in the tanks

is of fundamental importance to allow the passage of fish since they have limited capacity of

swimming. The time and speed with which fish undergo fatigue are used to calculate their

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swimming speed. The value of the flow velocity in the structure should not exceed the limit

supported by the animal. The speed of swimming of the mandi (Pimelodus maculatus), a common

fish in Brazil, and which can be considered as representative for the southeast region, is adopted

in this work. The swim velocity for this species of fish is 1.3 m/s which is the mean critical velocity

at first spawning. This work presents a study of the hydraulic behavior of a vertically slit MTP

that can be considered as an appropriate structure for most Hydroelectric plant in the

Southeastern Region of Brazil. This Fish Passage has the following characteristics: a) discharge of

55 m³ / h (reduced model) or 2.35 m³ / s (prototype); B) slopes of 6; 8; 10 and 12%. The results

observed by the velocity field analysis show that the variation of the slope does not result in great

interference in the possible area for the passage of the fish. As the declivity increases there is an

increase in velocity in the main stream, but areas with velocities of less than 1.3 m / s that allow

passage of individuals of this species (Pimelodus maculatus) by fish passage remain.

Index Terms: Hydroeletric plants; Fish Passages; Swimming Capacity; Velocity Field; Declivity

Increases.

24.005

Metodologia para Fixação de Carcaças de Mexilhão Dourado na

Confecção de Modelos Físicos

D. M. A. Diniz1, R. O. S. Perea2, T.R. Costa3, A. P. M. Saliba3, C. B. Martinez3 e S. A. Coelho3

1Ibmec e Centro Universitário UMA, Brasil

2Universidade Federal do Acre (UFAC), Brasil 3Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, MG, Brasil

The golden mussel (MD) is invasive in the American continent, observed for the first time

in 1991, Rio La Plata, Argentina, presenting high reproductivity, fast growth and ability to

adhere to solid substrates, forming agglomerates with up to 150,000 individuals / m2. Their

larvae are microscopic, free, living under water effects for their dispersal. Its incrustations have

caused damages in all places where contaminated water circulates. Studies are being developed

to know the invader and control its spread. Despite the latest scientific advances, there is still no

universal theory that models complex systems considering aspects such as constituents

heterogeneity and interactions with other systems. Physical models are considered appropriate

for some studies. For example, the influence of MD on hydraulic systems is worked with colonies

of dead and stabilized individuals, eliminating risks of contamination and mortality. However,

the carcasses are fragile to handle and suffer dimensional variations due to breakage and

compromise the results. This work presents procedures to generate colonies of similar appearance

to the real aggregates and resistant to water flow high velocities. The proposed technique was

used by researchers for UFMG Hydraulic and Water Resources Research Center presenting

satisfactory results with possibility of reuse of the colonies.

Index Terms: Animal behavior, environmental monitoring, modeling, pest control.

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24.006

Impactos Ambientais Associados à Utilização do Gás SF6 nos

Disjuntores de Potência

M. A. Tavares Lira1, L. Mendes Rodrigues2 e E. Mariano2

1Universidade Federal do Piauí (UFPI), Brasil

2Universidade Estadual do Ceará (UECE), Brasil

Since the 1940s, sulfur hexafluoride (SF6) has been widely used in the electrical sector,

mainly as an insulating medium and for the extinction of the electric arc in power circuit

breakers, and its emissions are practically all of anthropogenic origin. Its deliberate release to the

environment should be avoided as it is a greenhouse gas more potent than carbon dioxide at

20,000 times. In the electrical sector the release of SF6 into the environment is associated to the

manufacturing and operation phases of the equipment. In the operation of the circuit breaker

there is the leakage of larger proportions caused by a fault followed by pole explosion, in other

cases it is associated to the small leaks caused by wear of a seal due to the time. Considering that

the explosion of a circuit breaker are atypical cases, resulting from a manufacturing failure or

lack of preventive maintenance, the article will estimate the contribution of the small leaks to the

environment. Then, from the history of the occurrences registered for maintenance related to the

complementation of SF6 gas in the circuit breakers, it was possible to quantify the volume of gas

that was released in the period from 2009 to 2016.

Index Terms: Electrical, equipments, maintenance, substation, volume.

24.007

Estudo de Barreiras Elétricas e uma Nova Configuração para

Distribuição de Campo Elétrico

L. Brando1, L. M. Custódio2, M. F. S. Barroso1 e R. E. Lopes2

1Universidade Federal de São João del-Rei (UFSJ), Santo Antônio, MG, Brasil

2Universidade Federal de Itajubá (UNIFEI), Itabira, MG, Brasil

Among the greatest challenges related to the implantation of hydroelectric plant is

important to consider environmental impacts. One of the biggest trouble is related to the

upstream path and downstream of fish. Those migrations are essential to the animals population,

justifying the existence of efficient system fish path which avoid the mortality of them own during

their way through the hydroelectric barrage. In many places all around the world, electric

barriers are used to drive off and/or contain fishes into a limited area. To electric barrier building

it is necessary to have knowledge about shock absorption limits by part of the fishes involved,

your answer levels to tension levels, amplitude, frequency, electric barrier geometry (distribution

way of electric camp in the water), water parameters like conductivity and temperature. After a

detail analysis of these parameters, a barrier could be determined inside the acceptable limits or

not. The acceptable limits are the fish expulsion from a determinate dangerous area without

putting your life in danger purposeful. Thus, this project aims to present the problems of the

current electric barriers and to present a new configuration for Brazilian species that suffer

directly from the problem of power plant dams.

Index Terms: Electric barrier, electro sensitivity, fish mortality, hydroelectric.

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TOPIC 25

INSTRUMENTATION AND DATA ACQUISITION

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25.002

Identificação e Classificação de Cargas Através do Conteúdo Harmônico

Via Redes Neurais Artificiais Fazendo Uso de um Sistema de Aquisição

de Dados Baseado em Arduino

C. A. Gomes de Souza, E. Biasotto

Universidade Federal da Grande Dourados (UFGD), Dourados, MS, Brasil

This paper presents the study of the current harmonics content as a feature for load

disaggregation and classification. The setup developed for data acquisition was based on Arduino,

in order to be simple and inexpensive, that way it can be easily reproduced and improved. The

system consists of a current transformer (CT), a voltage transformer (VT), a signal conditioning

circuit, and the Arduino UNO R3 as the analog-to-digital converter and communication hub with

the computer. Data were obtained from a set of three different pairs of lamps: incandescent,

compact fluorescent and LEDs. A script created in Matlab was in charge of storing the data

obtained and input it in a fast Fourier transform (FFT) algorithm in order to extract the

harmonics content. It was observed that the first five odd harmonics (1a, 3a, 5a, 7a e 9a) were

quite distinct among the loads. From this data set, the use of harmonics as a way for load

classification was investigated by employing the Neural Network Pattern Recognition tool on

Matlab, a classification neural network. The results obtained were excellent, with a precision

around 90%, showing that indeed the current harmonics are a source of reliable data that can be

used to identify different types of loads.

Index Terms: Desagregação de cargas, harmônicos, redes neurais artificiais.

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TOPIC 26

GEOGRAPHIC INFORMATION SYSTEMS AND

TELEMETRY

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26.001

Uso del Catastro Georreferenciado de la D.P.E. para la Localización de

Fallas en Sistemas de Distribución

C. A. Agüero, C. I. Babic, G. F. di Mauro y J. Vignerte

Universidad Nacional de Mar del Plata (UNMdP), Mar del Plata, Argentina

This paper presents a methodology for the Geographic Information System (GIS)

implementation and the development of computer tools on the same platform. That would allow

the cooperatives and distribution companies in Buenos Aires province to take advantage of the

information that annually delivers to The Provincial Direction of Energy (DPE) according to the

1922/09 disposition known as “Georeferenced Cadaster”. This article descri es ase software’s

characteristics and the criteria used in the selection of it in order to simplify the start-up and

maintenance, allowing the exchange of information with other calculation, analysis and

simulation tools to enable the Fault Localization in Distribution Systems. In conclusion, it shows

the interaction between the GIS and the calculation tool developed in a Matlab environment. The

GIS in a first stage provides the necessary data to perform the calculation of the fault distance.

The same data in a second stage identifies the network or fault points by visualizing the result in

the graphical environment.

Index Terms: Geografic information system, rural power distribution, power distribution faults,

fault location, power quality.

26.002

Herramientas de Análisis de Topologías para el Modelado de Redes

Eléctricas de Distribución

C. Agüero, G. di Mauro, D Anaut, J. Strack, J. Vignerte y L. Nicolini

Universidad Nacional de Mar del Plata (UNMdP), Mar del Plata, Argentina

This paper presents the experience of the Research Group on the implementation of a

Geographic Information System (GIS) specifically designed for the management and analysis of

power distribution networks. Within the main tools in a GIS we found topographic analysis of

spatial networks, which has in close years become an indispensable tool when making the study

of the interconnection of electricity grids, and from this, allow to information selection for a

geographic area of study. Nowadays, these techniques are possible to have the benefits of linking

between the plots and digital mapping in GIS that are designed to satisfy specific roles in the

level of Systems Decision Support Space. In this work will be explored this potentiality technical

and methodological studying a specific application: modeling of medium and low voltage

distribution networks of electricity companies and cooperatives and its application in the

planning and maintenance of electrical service. Below are listed the purpose of the application,

previous definitions that have had to make to afront the study, a detail of geographic supplies and

their sources of supply, presentation and interpretation of the results and considerations arising

from the work done and the results obtained.

Index Terms: Geografic Information Sistem, rural power distribution, topographic analysis.

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TOPIC 27

ENGINEERING EDUCATION

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27.001

GAtoolbox: a Matlab-based Genetic Algorithm Toolbox for Function

Optimization

J. J. Roberts1, A. M. Cassula2, J. L. Silveira1, P. O. Prado3 and J. C. Freire Junior2

1IPBEN-UNESP Guaratinguetá, Universidade Estadual de São Paulo (UNESP), SP, Brasil

2Universidade Estadual de São Paulo (UNESP), Guaratinguetá, SP, Brasil 3Universidad Nacional de Mar del Plata (UNMdP), Mar del Plata, Argentina

In this article the main features of a Genetic Algorithm based optimization toolbox

(GAtoolbox) are presented. The toolbox was developed to be used as a teaching tool for

undergraduate/postgraduate optimization courses. To this end, it was developed in Matlab

scientific programming environment due to the extended use of this software in most academic

and scientific environments. After a brief theoretical background about Genetic Algorithms, the

general structure of the GAtoolbox is presented. Finally, it is presented an example of

implementation where the procedure to solve an optimization problem using the GAtoolbox is

shown step by step.

Index Terms: Evolutionary algorithms, mono objective optimization, multiobjective optimization,

programming, teaching tool.

27.002

Power Factor Concepts with Nonsinusoidal Current Through LabVIEW:

a Learning Tool

Y. Q. Marinho and P. J. A. Serni

Universidade Estadual de São Paulo (UNESP), Sorocaba, SP, Brasil

Although various definitions of power quality can be stated, it can be generically

understood as voltage, current or frequency deviations that result in an equipment malfunction.

The power quality concepts can be of complicated understanding because they involve

nonsinusoidal currents and voltages, diverging from the traditional power theory, allowing

diverse interpretations and confusing many professionals of the area. In this work, a virtual

instrument (VI) for the study of the power factor with nonsinusoidal current in an interactive and

real time platform was developed using LabVIEW software from National Instruments. For the

simulation, a phase-controlled single-phase AC voltage controller was chosen, resulting in widely

nonsinusoidal load current with non-zero shooting angle. The VI front panel presents the option

of controlling the load current peak amplitude, as well as the shooting angle. There is also the

option of selecting the compensation of the reactive power or current harmonic components. In

addition to the nonsinusoidal powers – apparent, active, reactive and distortion – and the power

factor and current harmonic distortion, according to IEEE Std 1459 (2010), the VI shows the

voltage and current waveforms in the circuit, as well as their root mean square values and

harmonic components.

Index Terms: Computerized instrumentation, distortion measurement, electrical engineering

education, power quality, reactive power.

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27.003

Desenvolvimento de um Kit Didático para Conversores CC-CC com

Aplicação em Sistemas Fotovoltaicos

F. da C. Ferreira, J. dos S. Ramos, N. Carvalho, Â. R. de Oliveira, L. C. Gambôa Lopes, L. O. A.

Júnior e R. H. Rosemback

Centro Federal de Educação Tecnológica de Minas Gerais (CEFET-MG), Leopoldina, MG, Brasil

An unregulated voltage from photovoltaic panel (PV) feeds the DC-DC converter and its

output suffers variations due external factors. These output variations can be converted to an

adjustable voltage value with maximum of stability, efficiency and can extract maximum power

PV panels can generate using MPPT to control the static converter. In this paper, a didactic kit,

focused on DC-DC converters for PV generators is developed. First, a general overview about

some existing static converters is done and the more suitable topologies for the PV applications

according to literature are detailed. The selected DC-DC converters presented in literature are

modeled in PSCAD and simulated with PV panels. Then, prototypes of the DC-DC converters are

assembled and field tests are developed with them. So, it is proposed a learning methodology

based on comparisons with the simulated results and test fields, as much as the behavior between

the different types of converters. Results show a kit with DC-DC converters available for

computational simulations and to be applied in field tests, with practical experiments where it is

possible to observe the differences between the converters, in terms of modeling and operation,

reinforcing the learning related to this type of converter and its application.

Index Terms: DC-DC boost converter, didactic kit, interleaved, multilevel, PV application.

27.004

Electricity Auction Simulator as a Learning Tool Considering the

Brazilian Electricity Market

D. A.V. Gonçalves1, B. S. M. C. Borba1, B. H. Dias2, L. Willer de Oliveira2 and E. B. Xavier2

1Universidade Federal Fluminense (UFF), Niterói, RJ, Brasil

2Universidade Federal de Juiz de Fora (UFJF), Juiz de Fora, MG, Brasil

In order to obtain fair tariffs, energy came to be traded through systematic auctions

composed by two or more stages and with different market clearing price methodologies. Since

then, teaching how electricity is traded has become a big challenge for professors due to the

complexity involved in the auctions’ design. This paper presents a teaching approach that

combines a mixture of traditional and active learning experiment done through a simulator that

reproduces the auction of electricity from existing capacity in Brazil’s market. During the

simulation, undergraduate students at Fluminense Federal University were separate into groups

to play the role of generation companies. Afterwards, they had to take economic decisions and to

compete among themselves for selling energy in the regulated wholesale market or signing

bilateral contracts in a deregulated environment. At the end of the experiment, an evaluation of

the learning activity was done by the students through a research survey.

Index Terms: Active based learning, auction, contracts, education, game-based learning, group

work, power market, power system economics, simulator, training.

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27.005

Development of a Computational tool for Three-phase Power Flow

analysis of Unbalanced Distribution Systems with DG

R. P. Barcelos1, A. C. Marchesan2, L. Zapata1, S. Hunsche1 and G. Cardoso Jr1

1Universidade Federal de Santa Maria (UFSM), Santa Maria, RS, Brasil 2Instituto Federal Farroupilha (IFFARROUPILHA), Jaguari, RS, Brasil

This paper provides an approach of a developed computational tool for three-phase

unbalanced power flow calculation, including DG analysis, in way to assist the power flow studies

in distribution systems. Newton-Raphson method routine has developed to provide the power flow

calculation. Thru simulation on MATLAB®, IEEE 13 Node Test Feeder system and the influence

of DGs in the system are performed by this propose tool in this paper. The ring network analysis

is also accomplish in this simulation test, with investigate about this challenger topology for the

power flow methods. Through of this approach the main objective is provide to the engineering

students more information about power flow calculation at distribution systems and the impacts

of the DG penetration, understanding how can build a routine to solve this problem

contemplating all the characteristics.

Index Terms: DG analysis, Newton Raphson method, power distribution, three phase power flow,

unbalanced system.

27.006

Development of an Educational Platform for Short-Circuit Studies in

Unbalanced Systems

S. Hunsche1, A. C. Marchesan2, C. Lázaro1 and G. Cardoso Jr1

1Universidade Federal de Santa Maria (UFSM), Santa Maria, RS, Brasil 2Instituto Federal Farroupilha (IFFARROUPILHA), Jaguari, RS, Brasil

This paper demonstrates the development of a computational algorithm for calculating

short-circuit current levels using the Symmetrical Components Method (SCM), which takes into

consideration the three-phase representation of the electrical network and safeguards the

information a out the system’s un alance in the mathematical model. The algorithm is

implemented using Matlab, given its easy of use. The user can provide the input parameters

using a text file. From the input data, the software assembles the nodal admittance and nodal

impedance matrices, both used to perform the calculations. The selection of short-circuit type and

occurrence location can e directly informed in Matla ’s command window. After the calculations

are performed, the results containing magnitude and phase for the fault currents, voltages and

the report containing the current contributions to the fault, for all the system’s phases, are

exported in a text file. For performance evaluation, the IEEE 13 Node Test Feeder were used,

comparing the results obtained by [7]. By looking at the results, one could verify the algorithm

provides good precision results, confirming its suitability for analysing short-circuits in generic

unbalanced systems.

Index Terms: Computational algorithm, Matlab, phase components, short-circuit, unbalanced

systems.

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27.007

Comparação Interlaboratorial Utilizando Fonte de Luz Elétrica para a

Qualidade de Dados

E. C. Burini Junior, E. R. Santos e A. G. Kanashiro

Universidade de São Paulo (USP), SP, Brasil

Results from laboratory surveys with different sources for lighting are presented and

considered. Electrical characteristics as luminous flux, chromaticity coordinates, correlated color

temperatures, color reproduction index among other parameters considered relevant, were

obtained using routine procedures of photometry and radiometry. The luminous flux was

determined from the Ulbricht sphere (integrator) and also with computer aided goniometer. The

results allowed access to important references in the context of interlaboratory comparison and

proficiency testing for incandescent light sources, HPS and SSL (LED). Among the deviations

from parameters and estimated quantities, we highlight that the luminous flux variability found

was very low. Data accumulated during an extensive period of time was considered, in addition to

interactions with important local institutions the work considers interfaces with institutions from

Argentina and Colombia. In the case of HPS lamp type, the determination performed by the IEE /

USP revealed result, in absolute value, higher than the value assigned by the laboratory that

coordinated the national effort. Sampling and tabulations performed during national

interlaboratorial activity with public lighting luminaires were started, and the larger dispersion

of relative values observed (13%) occurred for correlated color temperature parameter.

Index Terms: Comparação interlaboratorial, ensaio de proficiência, fluxo luminoso, eficiência

luminosa (lm/W), LED.