2015 international seminar on intelligent technology and its ......sholeh hadi pramono, eka maulana,...

2015 International Seminar on

Intelligent Technology and Its Applications

(ISITIA)

Proceeding

Surabaya, Indonesia

20-21 May 2015

IEEE Catalog Number: CFP15TIA-ART

ISBN: 978-1-4799-7711-6 �IEEE

Proceedings

2015 International Seminar on

Intelligent Technology and Its Applications

(ISITIA)

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Additional copies of this proceeding may be ordered to:

Department of Electrical Engineering

Institut Teknologi Sepuluh Nopember

Gd. B, C & AJ, Kampus ITS Sukolio

Surabaya, Indonesia 60111

ISITIA Committee

General Chairman

Co-Chairman

: Ronny Mardiyanto

: Margo Pujiantara

Organizing Committee:

Prasetiyono Hari Mukti

RezaFuad

Ardyono Priyadi

Heri Suryoatmojo

Supeno Mardi

Dimas Anton

Fajar Budiman

Joko Susilo

I Made Yulistya Negara

Steering Committee

Tri Arief Sardjono (Institut Teknologi Sepuluh Nopember (ITS))

GamantyoHendrantoro (Institut Teknologi Sepuluh Nopember (ITS))

Kuncoro Wastuwibowo (IEEE Indonesia Section)

Kohei Arai (Saga University- Japan)

Soegijardjo Soegijoko (ITB-Indonesia, Chapter chair of IEEE EMBS and CASS society)

I Ketut Eddy Purnama (ITS, Indonesia)

Tsuyoshi Usagawa (Kumamoto University, Japan)

Ghais El Zein (IETR, France)

Sebastien Pillement (Polytechnic de Nantes, France)

Takeshi Fukusako (Kumamoto University- Japan)

Technical Program Committee

Abd. Kadir Mahamad(UTHM, Malaysia)

Achmad Affandi (ITS, Indonesia)

Achmad Arifin (ITS, Indonesia)

Achmad Basuki (PENS)

Adel A. Elbaset (Mini a University, Egypt)

Adhi Darma Wibawa (ITS, Indonesia)

Adit Kurniawan (ITB, Indonesia)

Anik Handayani (UniversitasNegeri Malang)

Ardyono Priyadi (ITS, Indonesia)

Basuki Rahmad (Telkom University)

Cahya Rachmad (Polinema)

Danang Wijaya (UGM, Indonesia)

Darlis Herumurti (ITS, Indonesia)

Dimas Anton (ITS, Indonesia)

Eko Setijadi (ITS, Indonesia)

Endroyono (ITS, Indonesia)

Ardyono Priyadi (ITS, Indonesia)

I Made Yulistya Negara (ITS, Indonesia)

Engin Karatepe (Ege University, Turkey)

Fatchul Arifin (UNJ, Indonesia)

Frede Blaabjerg (Aalborg University, Denmark)

Gamantyo Hendrantoro (ITS, Indonesia)

Ghais El Zein (IETR, France)

Heri Suryoatmojo (ITS, Indonesia)

I Ketut Eddy Purnama (ITS, Indonesia)

Istas Pratomo (ITS, Indonesia)

Jiang Jiuchun (Beijing Jiaotong University, China)

Khoirul Anwar (Japan Advance Insitute of Science and Technology, Japan)

Kohei Arai (Saga University- Japan)

Lipur Sugiyanta (UNJ)

Marwan Rosyadi (Kitami Institute of Technology, Japan)

Mochamad Ashari (ITS, Indonesia)

Muhammad Rivai (ITS, Indonesia)

Munawar Agus Riyadi (Diponegoro University, Indonesia)

Nathalie Raveu (Toulouse University, France)

Purwadi (ITS, Indonesia)

Puji Handayani (ITS, Indonesia)

Rony Seto Wibowo, ST., MT (ITS, Indonesia)

Rosa Andre Asmara (Polinema)

Royyana Muslim Ijtihadie (ITS, Indonesia)

Sasongko Pramono Hadi (Gajah Mada University, Indonesia)

Sebastien Pillement (Polytechnic de Nantes, France)

Siti Sendari (Universitas Negeri Malang)

Soedibyo (ITS, Indonesia)

Soegijardjo Soegijoko (ITB-Indonesia)

Steven Ray (Unsrat, Indonesia)

Supeno Mardi (ITS, Indonesia)

Surya Sumpeno (ITS, Indonesia)

Takeshi Fukusako (Kumamoto University- Japan)

Teguh Prakoso (Diponegoro University, Indonesia)

Titiek Suryani (ITS, Indonesia)

Tohari Ahmad (ITS, Indonesia)

Tran Sang (Vinh University, Vietnam)

Tri Arief Sardjono (ITS, Indonesia)

Tri Harsono (PENS)

Trihastuti Agustinah (ITS, Indonesia)

Tsuyoshi Usagawa (Kumamoto Japan)

Wijaya IGP Suta (Unram, Indonesia)

Wirawan (ITS, Indonesia)

Yaser Qudaih (Kyushu Insitute of Technoology, Japan)

Yo yon Suprapto (ITS, Indonesia)

2015 International Seminar on Intelligent Teclmology and Its Applications

Title Page

Copyright

Table of Contents

Greetings From The General Chair

Foreword from Head of Department of Electrical Engineering

2015 ISITIA Committee

Program Session

Table of Contents

Invited Speaker

Invited Speaker # 1

Rescue system with sensor network forvital sign monitoring.

Tutorial: OpenCV - How it works for detecting forest pigs -

Kohei Arai

Invited Speaker #2

Towards Integration of Electronic Health in Dermatology and in Drug Delivery Systems

Soegijardjo Soegijoko

Invited Speaker #3

Ultrasound imaging for the unusual structure: see the unseed

I Ketut Eddy Purnama

Artificial Intelligent

PAPER ID: 421

A vibratory-based method for road damage classification

Fergyanto E. Gunawan, Yarifi, Benfano Soewito

PAPER ID: 435

1

Prediction of Significant Wave Height in The Java Sea Using Artificial Neural 5

Network

Illa Rizianiza, Aulia Siti Aisjah

PAPER ID: 528

Traffic Light Signal Parameters Optimization Using Particle Swarm Optimization 11

I Gede Pasek Suta Wijaya, Keiichi Uchimura, Gou Koutaki

PAPER ID: 569

Multi Behavior NPC Coordination Using Fuzzy Coordinator And Gaussian 17

Distribution

Muhammad Aminul Akbar, Wida Praponco, Mochamad Hariadi, Supeno Mardi S.N


PAPER ID: 586

Technical Data Analysis for Movement Prediction of Euro to USD Using Genetic 23

Algorithm-Neural Network

Ary Sespajayadi, Indrabayu, Ingrid Nurtanio

PAPER ID: 592

An Automatic Text Summarization using Text Features and Singular Value

Decomposition for Popular Articles in Indonesia Language

Fergyanto E. Gunawan, Adrian Victor Juandi, Benfano Soewito

PAPER ID: 631

27

The Perfomance of GM (1,1) and ARIMA for Forecasting of Foreign Tourists 33

Visits to Indonesia

Anung Kharista, Adhistya Erna Permanasari, Indriana Hidayah

PAPER ID: 634

Performance Analysis of Naive Bayes, PART and SMO for Classification of Page 39

Interest in Web Usage Mining

Saucha Diwandari,Adhistya Erna Permanasari,Indriana Hidayah

Control System and Robotics

PAPER ID: 422

Design And Implementation Of A Submerged Capacitive Sensor In PID 45

Controller To Regulate The Concentration Of Non-Denaturated Ethyl Alcohol

Muhammad Rivai, Peter Chondro, Masaji Suwito, Shanq-Jang Ruan

PAPER ID: 480

Inverse Kinematic Implementation of Four-Wheels Mecanum Drive Mobile 51

Robot Using Stepper Motors

Eka Maulana, M Aziz Muslim, Veri Hendrayawan

PAPER ID: 511

Design of Decoupling and Nonlinear PD Controller for Cruise Control of a

Quadrotor

Hanum Arrosida, Rusdhianto Effendy, Trihastuti Agustinah, Josaphat Pramudijanto

PAPER ID: 516

57

INI Framework : Indonesian Language Interpreter Software for Controlling Nao 63

Robot Movement

Muhtadin,Eka Prasetya Herwidodo,Ahmad Zaini,

PAPER ID: 605

Implementation of Fuzzy Logic Control in Robot Arm for Searching Location of 69

Gas Leak

Muhammad Rivai, Rendyansyah, Djoko Purwanto


PAPER ID: 611

A Design of Radio-controlled Submarine Modification for River Water Quality 75

Monitoring

Sritrusta Sukaridhoto" Dadet Pramadihanto, Taujiqurrahman, Muhammad Alif, Andrie Yuwono, Nobuo Funabiki

PAPER ID: 623

2D Map Creator for Robot Navigation by Utilizing Kinect and Rotary Encoder 81

Ronny Mardiyanto,Janu Anggoro,Fajar Budiman

Electronics and Biomedical Engineering

PAPER ID: 389

Performing High Accuracy of The System for Cataract Detection Using Statistical 85

Texture Analysis and K-Nearest Neighbor

Yunendah Nur Fuadah,Agung W Setiawan, Tati Latifah Erawati Rajab

PAPER ID: 409

A Comparison of Classification Methods on Diagnosis of Thyroid Diseases

I Md. Dendi Maysanjaya, Hanung Adi Nugroho, Noor Akhmad Setiawan

PAPER ID: 427

89

Wireless Body Area Network for Monitoring Body Temperature, Heart Beat and 93

Oxygen in Blood

M Udin Harun Al Rasyid, Bih-Hwang Lee, Amang Sudarsono

PAPER ID: 446

Hardware Implementation of Montgomery Modular Multiplication Algorithm 97

Using Iterative Architecture

Antonius P. Renardy, Nur Ahmadi, Ashbir A. Fadila, Naufal Shidqi, Trio Adiono

PAPER ID: 450

Skeletonization Using Thinning Method for Human Motion System

Wahyu Andhyka Kusuma, Lailatul Husniah

PAPER ID: 451

101

The Effect of Photoelectrode Ti02 Layer Thickness to The Output Power of 105

Chlorophyll-Based Dye-Sensitized Solar Cell (DSSC)

Sholeh Hadi Pramono, Eka Maulana, MA.R. Sembiring

PAPER ID: 514

FPGA Implementation of Modified Serial Montgomery Modular Multiplication 111

for 2048-bit RSA Cryptosystems

Bagus Hanindhito, Nur Ahmadi, Hafez Hogantara, Annisa I Arrahmah, Trio Adiono


PAPER ID: 533

TGS2611 Performance as Biogas Monitoring Instrument in Digester Model 117

Application

Helmy Rahadian, Bambang Sutopo, Indah Soesanti

PAPER ID: 563

A Signal Processing Framework for Multimodal Cardiac Analysis 123

Nada Fitrieyatul Hikmah, Aehmad Arifin, Tri Arief Sardjono, * Eko Agus Suprayitno

PAPER ID: 591

Design of Wearable System for Closed-Loop Control of Gait Restoration System 129

by Functional Electrical Stimulation

Fauzan Arrofiqi,Aehmad Arifin,Benieditus Indrajaya

PAPER ID: 603

Automatic Segmentation of Malaria Parasites on Thick Blood Film using Blob 135

Analysis

Dwi Harini Sulistyawati , Farah Zakiyah Rahmanti , I Ketut Eddy Purnama ,

Mauridhi Hery Purnomo

Power System

PAPER ID: 445

Conditions of PV-Diesel Hybrid Systems In Tagalaya Village, Tagalaya Island, 141

North Halmahera, North Maluku

Leony Ariesta Wenno, F. Danang Wijaya

PAPER ID: 462

Optimal Placement And Tuning Power System Stabilizer Using Participation 145

Factor And Imperialist Competitive Algorithm In 150 Kv South Of Sulawesi

System

Muhammad Ruswandi Djalal, Andi Imran, Imam Robandi

PAPER ID: 465

Multi Objective Optimal Power Flow To Minimize Losses and Carbon Emission 151

Using Wolf Algorithm

Yun Tonee Kusuma Priyanto, Lukman Hendarwin

PAPER ID: 466

Optimal Controller for Doubly Fed Induction Generator (DFIG) Using

Differential Evolutionary Algorithm (DE)

H Suryoatmojo, A. M B. Zakariya,A. Musthofa, I Robandi, S. Anam

PAPER ID: 472

157

Accelerated Ageing experiment for Induction motor Insulation Due to Humidity 163

Effect

Dapis, Muhammad Wahyudi, Dimas Anton Asfani, Daniar Fahmi, I Made Yulistya Negara


PAPER ID: 475

Digital Overcurrent Relay with Conventional Curve Modeling Using Levenberg- 169

Marquardt Backpropagation

Anang Tjahjono,Dimas Okky Anggriawan,Ardyono Priyadi,Margo Pujiantara, Mauridhi Hery Purnomo

PAPER ID: 501

Control Design of Photovoltaic BPSX-60 Using Fuzzy Logic Controller for Low 175

Voltage Grid

Soedibyo, Feby Agung Pamuji, MAshari

PAPER ID: 509

Combining Simplified Firefly and Modified P&O Algorithm for Maximum Power 179

Point Tracking of Photovoltaic System Under Partial Shaded Condition

Ardyono Priyadi, Yanuar Mahjudz Safarudin, Mauridhi Hery Purnomo, Margo Pujiantara

PAPER ID: 583

Dynamic Optimal Power Flow with Geothermal Power Plant under Take or Pay 185

Energy Contract

Rony Seto Wibowo, Nanil I Lathifatun Nada, Sjamsjul Anam, Adi Soeprijanto, Ontoseno Penangsang

PAPER ID: 589

Effect of Installation of Photovoltaic (PV) Generation to Power Quality in

Industrial and Residential Customers Distribution Network

Amirullah, Ontoseno Penangsang, Adi Soeprijanto

PAPER ID: 609

191

Design of Bidirectional Converter Using Fuzzy Logic Controller to Optimize 199

Battery Performance in Electric Vehicle

Kharisma Bani Adam, Mochamad Ashari

PAPER ID: 639

Modeling and Simulation of MPPT-Bidirectional Using Adaptive Neuro Fuzzy 205

Inference System (ANFIS) in Distributed Energy Generation System

Farid Dwi Murdianto, Ontoseno Penangsang, Ardyono Priyadi

Signal and Image Processing

PAPER ID: 403

A New Quantitative Evaluation Metric for Color Correction Algorithm

Mohd-Jain-Noordin Mohd Naim, Nor Ashidi Mat Isa, Wei Hong Lim

PAPER ID: 404

SADE: Android Spectral Reflectance Estimator Application Using Wiener

Estimation to Estimate Sambiloto Leaf's Age

Muhammad Rake Linggar Anggoro, Yeni Herdiyeni

211

217


PAPER ID: 426

A Chaos-based Fragile Watermarking Method in Spatial Domain for Image 225

Authentication

Rinaldi Munir

PAPER ID: 443

3D Coordinate Extraction from Single 2D Indoor Image

Maulana Aziz Assuja, Iping Supriana Suwardi

PAPER ID: 471

Digital Camera Interface Mapping With Speech And Hand Gestures For

Differently Abled

Arun Kumar, Anurag Pandey

PAPER ID: 473

231

237

Gaussian Mixture Models Optimization For Counting The Numbers Of Vehicle 243

By Adjusting The Region Of Interest Under Heavy Traffic Condition

Basri, Indrabayu, Andani Achmad

PAPER ID: 479

Multimedia Adventure Game Folklore "Doyan Nada" For Improving The

Cultural Understanding of Sasak (Lombok) to Children

Yana Hendriana, Renna Yanwastika Ariyana

PAPER ID: 488

249

Remodeling of Human Foot Using Chain Code For Designing Special Shoes 255

Cahyo Dwi Raharjo, Izzati Muhimmah

PAPER ID: 517

Six Key Points Lip's Feature Extraction Using Adaptive Threshold Segmentation 259

Hadid Tunas Bangsawan, Ronny Mardiyanto, Tri Arief Sardjono

PAPER ID: 600

Scattering on Mini Underwater Acoustic Tank

Rindy Trisna Wulandari, Dhany Arifianto

PAPER ID: 633

265

Synthesis of Virtual Character Poses Using Lagrange Polynomial Interpolation 271

Irwan KarimI', Surya Sumpeno, Mauridhi Hery Purnomo

PAPER ID: 636

Music Transcription of Javanese Gamelan Using Short Time Fourier Transform 277

(STFT)

Liza Fitria, Yoyon Kusnendar Suprapto, Mauridhi Hery Purnomo

PAPER ID: 640

Separation of Gamelan Instruments Signal Using ICA Based on Projection 283

Pursuit

Atik Wintarti, Yoyon K. Suprapto


Information System and Computer Science

PAPER ID: 383

Formal Verification of Integrated Modular Avionics (IMA) Health Monitoring 289

using Timed Automata

Ida Bagus Budiyanto, Achmad Imam Kistijantoro, Bambang Riyanto Trilaksono

PAPER ID: 392

Design of Agent Framework Using Aspect Oriented Approach

Maman Somantri, Lukito Edi Nugroho, Widyawan, Ahmad Ashari

PAPER ID: 401

295

Data Transmission Strategy of Probe Vehicle in Floating Car Traffic Monitoring 301

Fergyanto E. Gunawan, Fajar Yoseph Chandra, Benfano Soewito

PAPER ID: 424

Workflow Common Fragments Extraction Based on WSDL Similarity and Graph 307

Dependency

Riyanarto Sarno, Endang, Dwi Sunaryono, Sarwosri

PAPER ID: 425

Business Process Composition Based on Meta Models

Riyanarto Sarno, Endang, Dwi Sunaryono, Sarwosri

PAPER ID: 428

313

Application Search School Location Method Using Location Based Services (LBS) 317

based on J2ME

Wasum, Andreas Setiyono, Raimundus Sedo, Sholeh Hadi Pramono

PAPER ID: 454

Evaluation Maturity Index And Risk Management For It Governance Using 321

Fuzzy Ahp And Fuzzy Topsis (Case Study Bank XYZ)

Uky Yudatama, Riyanarto Sarno

PAPER ID: 457

Handling Of Internal Inconsistency OLAP - Based Lock Table Using Message 327

Oriented Middleware In Near Real Time Data Warehousing

Ardianto Wibowo, Saiful Akbar

PAPER ID: 474

Development of Algorithmic-Based Estimation for Cost Estimation of In-House 333

Software in Government Agencies. Case Study: Badan Pus at Statistik

Joko Widiarto, Arry Akhmad Arman

PAPER ID: 491

Evaluation of Edutainment e-Marketing Model Implemetation at Bank Mandiri 339

Museum

Arta Moro Sundjaja, Evi Ekawati


PAPER ID: 500

Problems and Available Solutions On The Stage of Extract, Transform, and 343

Loading In Near Real-Time Data Warehousing (A Literature Study)

Ardianto Wibowo

PAPER ID: 614

Naive Random Neighbor Selection For Memory Based Collaborative Filtering 349

Agung Toto Wibowo, Aulia Rahmawati

PAPER ID: 619

Implementation of Modified Probabilistic Caching Schema On Bittorrent Protocol 355

for Video on Demand Content

Mahar Faiqurahman, Achmad Imam Kistijantoro

PAPER ID: 626

Usability Characteristic Evaluation On Administration Module of Academic 361

Information System Using ISOIIEC 9126 Quality Model

SUi Rochimah, Hanifa I Rahmani, Umi LaW Yuhana

PAPER ID: 635

Genetic Algorithm in Solving the TSP on These Mineral Water Distribution 367

Richki Hardi

PAPER ID: 637

Noun Ontology Generation From Wikipedia Article Using Map Reduce with 371

Pattern Based Approach

Joan Santoso,James Nakoda Nugraha,Eko Mulyanto Yuniarno,Mochamad Hariadi

Telecommunication System and Networking

PAPER ID: 386

Energy Efficiency in Cognitive Radio with Cooperative MME (Maximum to 377

Minimum Eigenvalue) Spectrum Sensing Method

Syarifah Muthia Putri, Sugihortono

PAPER ID: 434

Design And Implementation Fast Response System Monitoring Server Using 383

Simple Network Management Protocol (SNMP)

Achmad Affandi, Dhany Riyanto, Istas Pratomo, Gatot Kusrahardjo

PAPER ID: 436

Openvoice : Low-Cost Mobile Wireless Communication Project For Rural Area 389

Based On OpenWRT

Asriadi, Istas Pratomo, Achmad Affandi, Djoko Suprajitno Rahardjo


PAPER ID: 453

Prototype Development of Monitoring System in Patient Infusion with Wireless 395

Sensor Network

Fathur Zaini Rachman

PAPER ID: 503

Balanced-Delay Filterbank for Closed-Loop Spatial Audio Coding

Ikhwana Eljitri, Heru Dibyo Laksono, Al Kautsar Permana

PAPER ID: 529

401

16-Port Array Antenna Feeding Network with Programmable Phase Shifter 407

Capability

Jane Litouw, Achmad Munir

PAPER ID: 556

Design of Microstrip Patch Antenna Based on Complementary Split Ring

Resonator Metamaterial for WiMAX Applications

Nurul Khaerani Hamzidah, Eko Setijadi

PAPER ID: 557

Design and Simulation Wimax Networks 802.16d and 802.16e In Sleman

Firdaus, Isra Darmawan, Hendra Setiawan, Ferdyan Pradana

PAPER ID: 562

411

417

Pathloss and Shadowing Characteristics in Indoor Environment at 2.4 Ghz Band 421

Puji Handayani, Lina Mubarokah, Gamantyo Hendrantoro

PAPER ID: 566

Early Results from Adaptive Combination of LRU, LFU and FIFO to Improve 427

Cache Server Performance in Telecommunication Network

Tanwir, Gamantyo Hendrantoro, Achmad Affandi

PAPER ID: 585

Scattering Parameters Extraction of Dielectric Loaded Circular Waveguide Using 431

Cylindrical Coordinate System-based FDTD Method

Ershad Junus Amin, Achmad Munir

PAPER ID: 587

Performance Analysis of Cooperative Spectrum Sensing with Asymmetric

Channel

Abdul Haris Junus Ontowirjo, Wirawan,Adi Soeprijanto

PAPER ID: 607

435

Printed Traveling Wave Antenna\Composed of Interdigital Capacitor Structure 439

for Wireless Communication Application

Achmad Munir, Eka Kurnia Sari

PAPER ID: 617

Comparative Analysis of Routing Protocol on Wireless Sensor Network (WSN) 443

with Gradient Based Approach and Geographic Based Approach Method

Miftahul Khairat Sukma, Indarini Dyah Irawati, Hafidudin


PAPER ID: 625

Implementation and Performance Evaluation of Orthogonal Frequency Division 449

Multiplexing (OFDM) using WARP

Titiek Suryani, Suwadi, Hasan, Septriandi Wira Yoga

Design and Simulation Wimax Networks

802.16d and 802.16e In Sleman

Fidaus

Electrical Engineering Department

Universitas Islam Indonesia

Yogyakarta

[email protected]

Isra Darmawan, Hendra Setiawan, Ferdyan Pradana

Electrical Engineering Department

Universitas Islam Indonesia

Yogyakarta

Abstract—Worldwide Interoperability for Microwave Access

(WiMAX) is a wireless broadband access technology that is

widely used. WiMAX has a wide coverage and can be used in

non-line-of-sight conditions so appropriate for rural areas. This

paper shows the design of WiMAX network in Sleman using

IEEE standard 802.16d/e and performed simulations use

OPNET. Distribution of the user based on the population density

of each district. Test of video services in IEEE 802.16d show poor

quality in delay, and troughput 56 Mbps. Tests on voice services

show poor quality in delay, and good-quality jitter. Tests on the

http service are very good quality of delay (under 150 ms), and

moderate packet loss. Testing for video services in the IEEE

802.16e show poor quality of delay. Tests on voice services are

poor quality of delay, and good quality jitter. Tests on the http

service generally very good quality on delay and troughput.

Keywords—network design; simulation; wimax; performance;

sleman

I. INTRODUCTION

Wireless Telecommunications is growing very rapidly,

both for mobile or fixed applications. This is understandable

because wireless technology has advantages in terms of

network development, device maintenance and practicality.

According to The International Telecommunication Union

report in 2014, active internet users reached 2.9 billion[1]. To

support the development of a wireless network then came the

idea to plan a WiMAX network (IEEE 802.16)[2] that covers

the district of Sleman, with consideration of the area has a

high population growth and the need for data communication

is also increasing. WiMAX can reach for the Line of Sight

(LOS) to 50 km and Non-line of Sight (NLOS) to 6.5 km[3].

Then performance design of WiMAX networks are simulated

using OPNET simulation software.

The WiMAX system consists of the base station (BS) and

the customer premises equipment (CPE). WiMAX uses a 256

carrier orthogonal frequency division multiplexing (OFDM)

scheme, because it has low peak-to-average ratio, faster Fast

Fourier Transform (FFT) calculation and less stringent

frequency synchronization requirements compared to 2048

carrier OFDM. The channel bandwidth are varied from 1.25 to

28 MHz[4]

II. SYSTEM DESIGN

Sleman is one of the districts in the province of

Yogyakarta. Sleman district geographically located between

110° 33' 00"and 110° 13' 00" east longitude, 7° 34' 51"and 7°

47' 30" south latitude [5]. The area of Sleman Regency is

57.482 ha or 574.82 km2. Farthest distance from north to south

is 32 Km, and 35 Km from east to west. Administratively

comprises 17 sub-districts, and 86 villages. The population

number and wide area for every sub-district in Sleman are

showed in table 1. One of the parameters in the link budget

developed by Stanford University Intern (SUI) is the

correction factor. Based on these parameters, Sleman is

classified in the category of terrain-C.

TABLE 1 POPULATION NUMBER OF SLEMAN

No Sub-district Area

(Km2)

Population

Number

1 Moyudan 27.62 31003

2 Minggir 27.27 29318

3 Seyegan 26.63 45360

4 Godean 26.84 66765

5 Gamping 29.25 98486

6 Mlati 28.52 102812

7 Depok 35.55 182705

8 Berbah 22.99 51899

9 Prambanan 41.35 47115

10 Kalasan 35.84 77625

11 Ngemplak 35.71 59936

12 Ngaglik 38.52 104430

13 Sleman 31.32 63492

14 Tempel 32.49 49515

15 Turi 43.09 33291

16 Pakem 43.84 35171

17 Cangkringan 47.99 28381

Total number 574.82 1107304

A. Calculation of Wimax Coverage

Calculation of WiMAX coverage is determined by the path

loss, the difference between the transmitted power and the

received power in dB. Path loss can be calculated by the

formula [6,7]:

PL (dB)= Ptx + Gtx + Grx – Ltx – Lrx – SRx (1)

PL (dB)= 30 + 15 + 15 – 0 – 0,5 – (-92) = 151,5 dB

419

2015 International Seminar on Intelligent Technology and Its Applications

978-1-4799-7711-6/15/$31.00 © 2015 IEEE

PL is path loss, Ptx is power transmit (dBm), Gtx is gain of

transmitter antenna (dB), Grx is gain of receiver antenna (dB),

Ltx is losses on transmitter antenna, Lrx is losses of receiver

antenna, and SRx is receiver sensitivity (dBm). Calculations

using the standard IEEE 802.16.3c/29r4 known as "Channel

Models for Fixed Wireless Applications by Erceg et al"[8]

approach adopted from AT & T Wireless. This calculation use

an empirically based path loss model for wireless channels in

suburban environments, based on Okumura-Hata model[9].

PL = A + 10 γlog (d/do) + s +ΔPLh + ΔPLf for d > d0 (2)

A = free space loss (dB) λ = wavelength

γ = path loss exponent d = cell radius

s = shadowing effect factor

d0 = the distance between transmitter and receiver antenna

ΔPLh = antenna correction factor

ΔPLf = frequency correction factor

Based on WiMAX Forum standard, two major band on

certification profile for Fixed WiMAX (band 3.5 GHz and 5.8

GHz) and Mobile WiMAX comprises four frequencies band

(2.3GHz, 2.5GHz, 3.3GHz and 3.5GHz)[10]. This paper uses

frequency 2.3GHz. Sleman is mostly flat terrain with light tree

densities (Category C). Details of the parameters and

calculation are as follows.

TABLE 2. THE PARAMETERS OF WIMAX NETWORKS

Parameters Value Parameters Value

𝑑0 100 m 𝛾 4,15 m

d 3,2 Km Hb 30 m

A 3,6 Hr 0 m

B 0,005 f 2,3 GHz

C 20 Cell area 26,6 Km2

∆𝑃𝐿𝑓 0,364 dB Path loss 151,5 dB

∆𝑃𝐿ℎ 0 dB Gt 15 dB

S 8,6 dB Gr 15 dB

𝜆 = c/f= 299792458/2300000000 = 0.13 m

A = 20 log10(4 x 3.14 x 100

0.13) = 20 log10 (

1256

0.13) = 79.7 dB

γ = (a – b x hb + c/hb) = (3.6 – 0.005 x 30 + 20/30) = 4.15m

where a, b, c are SUI constants and hb is antenna height.

∆𝑃𝐿𝑓 = 6 log (f/2000) = 6 log (2300/2000) = 0,36419 dB.

∆𝑃𝐿ℎ = -20 log (hr/2) and hr is height of receiver antenna.

∆𝑃𝐿ℎ is 0 dB because the distance between BS and SS is

unknown.

d =(10𝐿𝑝𝑎𝑡−𝐴−𝑠−∆𝑃𝐿𝑓−∆𝑃𝐿ℎ

10𝛾 )𝑑0 (3)

d = (10151,5−79,7−8,6−0,36149−0

10 𝑥 4,15 )100 = 3,2 km

Assumed the cells form are hexagonal, the cell area is 2,598

(d)2 = 26,6 Km2. So we need as many as 24 pieces of cells

that spread like on the table 3.

TABLE 3. LOCATION OF BTS

Cell Name Location

Sleman 1 7°39’2” LS and 110°18’22” BT

Sleman 2 7°39’2” LS and 110°21’10” BT

Sleman 3 7°39’2” LS and 110°23’5” BT

Sleman 4 7°39’2” LS and 110°26’45” BT

Sleman 5 7°41’27,5” LS and 110°16’50” BT

Sleman 6 7°41’27,5” LS and 110°19’42,5” BT

Sleman 7 7°41’27,5 LS and 110°22’30” BT

Sleman 8 7°41’27,5 LS and 110°25’17,5” BT

Sleman 9 7°41’27,5 LS and 110°28’5” BT

Sleman 10 7°43’52,5” LS and 110°15’35” BT

Sleman 11 7°43’52,5” LS and 110°18’22,5” BT

Sleman 12 7°43’52,5” LS and 110°21’10” BT

Sleman 13 7°43’52,5” LS and 110°23’57,5” BT

Sleman 14 7°43’52,5” LS and 110°26’45” BT

Sleman 15 7°43’52,5” LS and 110°29’32,5” BT

Sleman 16 7°46’17,5” LS and 110°14’2,5” BT

Sleman 17 7°46’17,5” LS and 110°16’50” BT

Sleman 18 7°46’17,5” LS and 110°19’42,5” BT

Sleman 19 7°46’17,5” LS and 110°22’30” BT

Sleman 20 7°46’17,5” LS and 110°25’17,5” BT

Sleman 21 7°46’17,5” LS and 110°28’5” BT

Sleman 22 7°48’42,5” LS and 110°18’22,5” BT

Sleman 23 7°48’42,5” LS and 110°26’45” BT

Sleman 24 7°48’42,5” LS and 110°29’32,5” BT

B. Number of Client Calculation

The number of clients is calculated based on the percentage

of base station coverage at each sub-district multiplied by the

population of each sub-district, then divided by 1000. For

example, the base station17 of which includes the sub-district

Godean and Moyudan, the number of users = [(percentage of

population coverage Moyudan × Moyudan) + (percentage

Godean × coverage population Godean)]/1000 = [(45% ×

31000) + (45% x 67000)]/1000 = 44. So the base station 17

serving 44 customers. The detail number of users in each cell

are shown in table 4.

TABLE 4. NUMBER OF CLIENTS IN EACH CELL

Cell Client Number Cell Client Number

1 17 13 84

2 25 14 56

3 29 15 34

4 20 16 20

5 20 17 44

6 44 18 86

7 66 19 86

8 57 20 73

9 27 21 65

10 25 22 35

11 45 23 45

12 83 24 39

C. Schedulling Architechture

WiMAX 802.16 was developed to support QoS in many

type of services. It is needed scheduling technique to achieve

420

the required QoS[11]. Scheduling regulate the transmission of

data packets, such as arranging the bandwidth for each user.

The weight of each service can be seen in table 5.

TABLE 5 WEIGHT PRIORITY TOS ON OPNET

Type of Service Weight Type of Service Weight

Best Effort 0 Streaming Multimedia 4

Background 1 Interactive Multimedia 5

Standard 2 Interactive Voice 6

Exelent Effort 3 Reserved 7

First Input First Output (FIFO) is a basic queuing method

in which packets come first will be transmitted first. Priority

Queue (PQ) differentiate packets based on the priority class.

Each priority has its own queue, and packet with the highest

priority queue will be processed first. Weighted Fair Queuing

(WFQ) is a scheduling that uses the ToS to determine

incoming data packets and perform queuing weighting [12].

D. Topology And Services

WiMAX network topology use a model of network objects

in this simulation. Network configuration as shown in table 6

as follows

TABLE 6 WIMAX NETWORKS CONFIGURATION

Name Quantity

WiMAX Config 1

Application Definition 1

Profile Defintion 1

PPP Server 3

Router 1

Wimax_bs_ethernet4_slip4_router_adv 24

Wimax_ss_wkstn_adv 1124

PPP_DS3 27

Application configuration is used to define the type of

applications that will be used in the service, to specify the

costume standard that used in simulation applications such as

traffic and QoS parameters. Profile configuration is used to

specify the activity pattern of the user on the application

during a specific time or set the profile of applications that

have been previously defined in the application config.

WiMAX configuration used to set the QoS type, set the

physical layer (OFDM or OFDMA), and set the mode

efficiency. Ranging and mobility enabled is choosed for

efficiency mode, because it supports all models of WiMAX.

The server is used to determine the type of applications that

will be served. IP clouds are generally used to describe the

conectivity of the internet. Base Station is used as a transmitter

or a workstation. Subscriber Station is used as a client who

will receive services. PPP_DS3 cable is connecting point to

point to reach 44.736 Mbps data rate.

This design uses a star topology with the average cell

radius of 3.2 km. This study used three application services

(HTTP, video and voice) to compare the performance of

WiMAX networks. Voice applications use G.711 encoder with

the bit rate of 64 Kbps and 1 frame per packet. Transport layer

protocol that is used for voice applications is UDP. video

applications using a high resolution video with inter-arrival

time frames at 30 frames per second, and a frame size of 352 ×

240 pixels. Type of Service (ToS) is used a streaming media

with weights 4. HTTP specification used is HTTP version 1.1

with exponential time intervals page 60.

III. RESULT AND DISCUSSION

Discussion in this section is divided into two parts. first on wimax 802.16d, 802.16e later.

A. The Test Result of Services in Wimax 802.16d

Test results on the video feature is the average overall

performance in Sleman per scheduling scenarios. The test

include delay, and throughput. Delay is the time frame

required at the time of start sending data until the data is

received. Delay measurement results on the video features of

the four scenarios used scheduling can be seen in table 7. The

results are compared to the standardization of

Telecommunications and Internet Protocol Harmonization

Over Network (TIPHON) [13] as shown in table 8.

TABLE 7 THE VIDEO TEST RESULT IN 802.16D

Schedulling Delay (ms) Troughput (Mbps)

Default 655 64.8

FIFO 715 54.2

PQ 765 53.7

WFQ 819 51.9

Throughput is the effective data transfer rate, it measured

in bits per second (bps) which is the sum total observed

successful packet arrival at the destination during the specified

time interval divided by the time duration. Throughput

measurement results on the video feature of the fourth

scheduling scenarios can be seen in table 7.

TABLE 8 DELAY, AND JITTER PARAMETERS OF TIPHON

Category Delay (ms) Jitter (ms)

Excellent < 150 0

Good 150 - 300 0 - 75

Fair 300 - 450 75 - 125

Poor > 450 125 - 225

Delay, jitter, and throughput for voice services in 802.16d

WiMAX simulation can be seen in Table 9. Delay in all

scenarios have poor quality by standardizing TIPHON because

above 450ms. Jitter is the variation in packet arrival time or

variations in delay of all packets. Smallest jitter occured in PQ

scheduling due to technical queuing on PQ using priority. All

jitter good categorized according TIPHON because still below

75ms.

TABLE 9 THE VOICE TEST RESULT IN 802.16D

Schedulling Delay (ms) Jitter (ms) Troughput (Mbps)

Default 550 2.30 60.45

FIFO 826 1.15 91.83

PQ 624 1.08 91.57

WFQ 816 1.18 91.62

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Delay, packet loss, and throughput for the http service on 802.16d simulation can be seen in Table 10. Delay in the http service is excelent categorized as below 150 ms. All packet loss have fair quality.

TABLE 10 HTTP TEST RESULT IN 802.16D

Schedulling Delay

(ms)

Packet Loss

(%)

Troughput

(Mbps)

Default 47.6 8.72 12.57

FIFO 59.9 8.39 12.70

PQ 61.6 8.37 12.69

WFQ 59.9 8.39 12.70

B. The Test Result of Services in Wimax 802.16e

Delay, and throughput for 802.16e WiMAX simulation can be seen in Table 11. Based on parameters such TIPHON version in table 8, delay for video service in Wimax 802.16e generally is poor quality because it more than 450 ms. Packet loss of video service is poor quality because it more than 25%. Then the delay in voice service entry in the category of excellent and jitter including good quality, because it is between 0-75 ms. Delay in the http service can be categorized as very nice and packet loss can be categorized as being qualified, because of the scenario results obtained below 15%.

TABLE 11. THE TEST RESULT IN 802.16E

Type of Services Delay (ms) Throughput (Mbps)

HTTP 69 12.46

Voice 443 67.52

Video 628 60.02

IV. CONCLUTIONS

This study successfully implemented WiMAX networks in

Sleman using the IEEE 802.16d and 802.16e standards with

HTTP, Video, and Voice services. The design requires three

servers, routers 1 and 24 base stations. The networks use many

scheduling techniques. They are First Input First Output

(FIFO), Priority Queue (PQ), and Weighted Fair Queuing

(WFQ). The simulation results compared to TIPHON

standard.

Testing video services in IEEE 802.16d generate delay

with bad quality. Testing video services in IEEE 802.16e

generates a delay with the mean value 628ms. Testing voice

services in IEEE 802.16d generate delay with bad quality, and

jitter with good quality because it is still below 75 ms. Testing

voice services in IEEE 802.16e generate 443ms delay value

(poor), and jitter 0.55ms (good). Test of HTTP service on

IEEE 802.16d produce a delay of less than 150 ms (excellent),

packet loss below 15% (fair). Testing this service on the IEEE

802.16e generate delay 69.3ms (excellent), 8.7% packet loss

(fair).

ACKNOWLEDGEMENTS

This work has been supported by Direktorat Penelitian dan Pengabdian Masyarakat Universitas Islam Indonesia.

REFERENCES

[1] ITU World Telecommunication/ICT Indicators database. http://www.itu.int/en/ITU-D/Statistics/Pages/stat/default.aspx

[2] IEEE Std. 802.16 - 2004, IEEE Standard for local and metropolitan area networks, “Part 16: Air interface for fixed broadband wireless access systems,” 2004.

[3] S.W. Peters, R.W. Heath, "The future of WiMAX: Multihop relaying with IEEE 802.16j," Communications Magazine, IEEE , vol.47, no.1, pp.104,111, January 2009

[4] De Bruyne, J.; Joseph, W.; Verloock, L.; Olivier, C.; De Ketelaere, W.; Martens, L., "Field measurements and performance analysis of an 802.16 system in a suburban environment,"Wireless Communications, IEEE Transactions on , vol.8, no.3, pp.1424,1434, March 2009

[5] Statistics of Sleman Regency, Sleman in figure 2014

[6] M. Alshami, T. Arslan, J. Thompson and A. Erdogan, “Evaluation of Path Loss Models at WiMAX Cell-edge”, 4th IFIP International Conference on New Technologies, Mobility and Security, Paris, France, February 2011

[7] C. Dalela, “Propagation Path Loss Modeling for Deployed WiMAX Network”, International Journal of Emerging Technology and Advanced Engineering , Volume 2, Issue 8, August 2012

[8] IEEE 802.16 Broadband Wireless Access Working Group, “Channel Models for Fixed Wireless Applications”, IEEE 2001

[9] V. Erceg et. al, “An empirically based path loss model for wireless channels in suburban environments,” IEEE JSAC, vol.17, no.7, July 1999, pp.1205-1211.

[10] Yunita, T.; Usman, K.; Kurniawan, A., "Experiment of slotted triangular triple-band antenna for WiMAX/WLAN application in Indonesia," Telecommunication Systems, Services, and Applications (TSSA), 2012 7th International Conference on , vol., no., pp.300,305, 30-31 Oct. 2012

[11] AH Khoei, G Mirjalil, and MA Sarram, “Improving The Quality Of Services By Scheduling Algorithms In Wimax Networks”, Indian J.Sci.Res. 7 (1): 1174-1184, 2014

[12] SM. Musa, MT. Matthew, NO. Sadiku, and PH. Obiomon, “Modeling and Simulation of Queuing Scheduling Disciplines on Packet Delivery for Next Generation Internet Streaming Applications”, International Journal of Computer and Information Technology, Volume 03 – Issue 02, March 2014

[13] Firdaus; Nuraini, E.; Setiawan, H., "Performance evaluation of VoIP and video streaming over Wimax IEEE 802.16d and 802.16e, " Instrumentation, Communications, Information Technology, and Biomedical Engineering (ICICI-BME), 2013 3rd International Conference on , vol., no., pp.334,338, 7-8 Nov. 2013

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