transforming utilities’ conversion points – tucp final ......the uk's average new car fuel...
TRANSCRIPT
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Transforming Utilities’ ConversionPoints – TUCPFinal DisseminationFriends Meeting House, Euston Road, London
Liz Varga, Tonci Grubic, Paul Raven, Yvonne Hübner, Colin Taylor03.09.2013
Grant refEP/J005649/1
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Objectives
Describe the project aims
Review the project contribution
Describe the conversion points concept
Review the data and partner contributions
Discuss the modeling work and results
State project outcomes and future plans
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Agenda
13.30 introduction to the project 13:40 the conversion point ontology 13:50 overview of the final model, including presentations from partners on data and
practices in industry
14:30 ** coffee/tea and networking 14:50 model experiments, outcomes 15:20 discussion 15:50 next steps, research outputs 16:00 finish
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Project Overview
Started Sep 2011
18 months, extended by 6 months
Cranfield CSRC leadership Conversion Points Ontology
Agent Based Models
Four partners: Cranfield IVHM – power
Newcastle – EV transport
Sheffield – water
Bristol – telecommunications
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EPSRC grant aims
This project looks across utilities atinterdependencies and efficiencies of infrastructure atpoints of energy conversion.
The hypothesis is that changes to these conversionpoints are critical to systemic sustainability andadaptability.
We focussed on domestic demand as homes are a conversion point for all
utilities micro-level technologies power, mobility and water services a nationally representative sample
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Infrastructure
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From the Institution of Civil Engineers (2009, p. 2): “(I)nfrastructure refers to the physical assets
underpinning the UK’s networks for transport, energygeneration and distribution, electronic communications,solid waste management, water distribution and wastewater treatment.”
These assets are networked to provide servicesand include micro-level assets such as boilers
There is ‘agency’ in all life-cycle stages ofinfrastructure: different agents use infrastructuredifferently
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Agents
Chappin and Dijkema (2007)
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EPSRC grant aims
This project cuts across all utilities addressinginterdependencies, efficiencies, and wastecreated at points of utility infrastructureconversion.
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Peerenboom et al (Little, 2005)
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Conversion PointOntology
Explicit specification of a conceptualization(Gruber,1993)
For TUCP – the conceptualization is of pointsof critical infrastructure
The representation needs to reflect what‘exists’
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GRUBER, T. R. 1993. A translation approach to portable ontology specifications, knowledgeacquisition. Special issue: Current Issues in Knowledge Modelling, 5:2, 199–220.
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Conversion Point
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A conversion point is a plant or device or distributionroute which converts a resource into another resourceor service, from extraction or capture through to enduser services.
Figure 1: Energy systems conversions (European Parliament, 2006, p5)
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Conversion pointontology
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Example
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Conceptual scales
• This conceptualization is flexibleenough to represent a the use oftechnology to provide services atany level of description
• We can even imaginealternatives for the service ‘Washclothes’ such as ‘laundryservices’ which might requiremobility to collect and deliverclean clothes, and a bulk washingservice by a third party.
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Energy SystemConversions
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Interdependencies
Interdependencies in a landscape of conversionpoints can be identified by looking for the presence ofconversion points with similar attributes:
1. the same resources used: identifies resourceinterdependency,
2. the same policies: identifies governanceinterdependency,
3. the same technologies: identifies technologicalinterdependency (and potential for technologicalefficiency improvement),
4. the same geographical coordinates: identifieslocational interdependency.
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ConversionPoints
Each conversion point is unique
Its success depends on: The technology and material used (and so its
efficiency and adaptability)
Demand (and so its utilization)
The type of natural resource processed (and soits carbon emissions and resource implications)and the institutions governing this
Its operational mode (and so its economics andadaptability)
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Co-evolution of thesystem
Foxon (2010)
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EPSRC methodology
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Our methodology to deliver this research this is to
1. Create a map of current conversion points2. Create a base-line agent based model to demonstrate
the sustainability and adaptability of the current nationalutilities infrastructure
3. Run a stakeholder event – to prioritize scenarios andtechnologies
4. Develop the base-line model to include the futurescenarios
5. Run a stakeholder event – to review the results offutures model
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Project events
project kick off and first stakeholder event tookplace on 10th October 2011
second stakeholder event was held on 30March 2012
final dissemination and stakeholder event 3Sep 2013
10 full-day team meetings
project portal -https://www.cranfieldccedportal.com/tucp/Pages/default.aspx
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Agent based models
Base-line – demand driven, Yorkshire basedmodel
Version 2 – energy hub
Version 3 – mobility, water technologies,domestic power
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Transition
Chappin & Dijkema, 2010
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Data collection
National Regional Local Case study area
Have
Energy
Gas Have some
Electric
Coal Required
Oil
Water
Waste water
Transport
Roads
Petrol stations
EV points
Rivers
Canals
Refuse
Communications
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Electricity
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Gas
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Water systemconversions Raw water
resource
Final water storage
Clarification
Flotation
Aeration&
Pre treatment
Flocculation&
Coagulation
AbstractionScreening
Coarse filter
ReservoirBoreholeSpring
River
Blending
Clarification
Sedimentation
Filtration
Distribution
WRAPReource
optimisation
Consumption
Networkmodelling &optimisation
Flow & pressuremonitoring &
reporting
SCADA& controlsystems
Sludge productionand / or
sewerage systemWastewaters
Processmodelling &optimisation
WWTP
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Waste waterconversions
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Transport- National
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TransportYorkshire case studyarea
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Combined infrastructuresdata plot
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Emissions
Gross annual operational GHG emissions
Direct emissions from burning of fossil fuels (including natural gas CHP generated onsite) (tCO2) 18,125
Process and fugitive emissions (tCO2) 64,097
Transport: Company owned or leased vehicles (tCO2) 10,866
Total grid electricity used by company (including CHP electricity purchased) (tCO2) 321,065
Business travel (public transport and private vehicles used for company business) (tCO2) 820
Outsourced activities (if not included in Scope 1 or 2) Energy and other (tCO2) 5,633
Gross operational emissions (tCO2) 420,606
Net annual operational GHG emissions
Exported renewables (generated onsite and exported) (tCO2) -284
Green Tariff electricity purchased (tCO2) 0
Net operational emissions (tCO2) 420,323
Annual operation emissions derived from energy use (tCO2) 364,339
Annual operational GHG intensity ratio values
Operational GHG emissions per Ml of treated water (kg.CO2.Ml-1) 327
Operational GHG emissions per Ml of sewage treated (treated discharge) (kg.CO2.Ml-1) 378
Operational GHG emissions per Ml of sewage treated (water distribution input) (kg.CO2.Ml-1)730.6
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The map is not the territory:challenges in Agent-BasedModelling of interdependentinfrastructures
Paul Graham Raven / John Machell / JobyBoxall
Pennine Water Group / UoS
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Magritte’s advice for modellers...
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A: The data you want, and thedata you get
Desired:
Maintenance costs
Opex costs
De- and recommissioning costs
Asset efficiency ratings
Utilisation %
Average asset ages
Manpower required
Volumes treated, delivered
Leakage
Network length
Energy consumed
Available (OFWAT):
(annual, by service)
(ditto)
(unavailable)
(unavailable)
(unavailable)
(unavailable)
Proxy: employment costs, annual
Volumes treated, delivered
Leakage
Network length
Proxy: energy costs, annual
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B: Doing the math
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I: Granularity - feeding finemodels with coarse data
Model:
● Short periodicity
● 100 - 1,000 households
Data:
● Annual aggregates
● >2x10^6 households
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I: Granularity - feeding finemodels with coarse data
● No supplementary fields, so can’t “drill down” or slice through data for specificneeds
● Desired data must sometimes be inferred or extrapolated from proxy data
● Proxy data may itself be inferred or extrapolated… or even massaged, fudgedor faked.
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II: Non-linearity - plottingfunctions from a single point
Calculated a value for energy consumed pervolume of sewage through system; how doesenergy consumption change with volume?
ENERGY
VOLUME
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II: Non-linearity - plottingfunctions from a single point
How to get more points for the function plot?
● Can’t experiment; huge operational system
● Historical data insufficiently deep, lacking in context; can’t control for external factors
● Can’t compare with other systems; function is comparable, but context is not
(When dealing with multiple interdependent infrastructures, these problems arefurther subject to network effects and entanglement -- which is to say thatthe problems don’t add, they multiply.)
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III: Heterogeneity: a tale of two (ormore) cities
Sources of volume into seweragesystem: domestic, industrial/municipal,agricultural, surface run-off, flood-typeevents / weather transients
Contextual factors for volume-to-sewers:asset type, asset mix, asset age; climate(eg rainfall, temperature, insolation,seasonal variance); geology, topography;land use (absorbance factors); populationdensity, housing density, household size...
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Dr. Tonci Grubic, Dr Liz Varga& Stephen Varga
Transforming Utilities’Conversion Points(TUCP) - Agent BasedModel (03/09/2013)
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Presentationoutline
• Overview of the final model
• Assumptions, user interface, demonstration
• Model experiments
• Experimental design
• Outcomes
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Assumptions
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Characteristic Definition
Household size Between one and six uniformly distributed.
Electricity (100% at the moment), gas
user (85% at the moment)
Energy sources used to meet energy
demand for cooking, hygiene, and washing.
Assumption, we get 11.2kWh per m3 which
generates 0.203 kg of CO2 per kWh (based
on carbonindependent.org)
Rain water harvesting (negligible or
0% at the moment), recovering waste
heat (0%), grey water recycling (0%),
solar thermal water heating (0.4%),
photo voltaic (2%), smart meter (4%),
EV (0% at the moment)
Generation technology used by the
household. Water and energy harvested
through these technologies is used in
meeting the household’s demand for
transportation, energy, and water.
Environmental priority, economic
attribute, location of living, charging
at work, roof area, photo voltaic area
Other household characteristics.
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Assumptions - demand
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Characteristic Definition
Miles demand The baseline demand is 50-200 miles per week/per car. This demand is corrected for the
household’s location of living (if urban then 30-60% below the baseline demand, if rural then
30-60% below the baseline demand). This demand is met either through private,
gasoline/diesel cars or EVs, or public transportation means, diesel buses, diesel and electric
trains. Demand for these utilities is then recorded.
Water demand Includes demand for drinking (250-300l per person/month), toilet flushing (1000-1500l per
person/month), hygiene (800-1200l per person/month), and washing (1200-1500l per
person/month). This data is based on published consumption figures (Waterwise).
Energy demand Includes demand for cooking (10-25kWh per person/month), hygiene (10-20kWh per
person/month), and washing (40-90kWh per person/month). This data is based on published
consumption figures (Palmer and Cooper, 2012; decc, 2012). Energy demand also includes
energy to charge an EV where a modern EV consumes 0.2-0.3 kWh per km.
Number of cars Based on data about household car availability for period 1985/86-2010 (Department for
Transport statistics). 0 cars/household - 25% of population, 1 car/household - 17% of
population, 2 cars/household - 49% of population, 3 cars and more/household - 9% of
population. The UK's average new car fuel consumption in 2010 was 5-7 litres (5.4 for diesel
vehicles and 6.4 for petrol) per 100km with 1l of petrol/diesel generating between 2.2kg and
3kg of CO2.
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Assumption -infrastructure
Infrastructure Definition
Electric power
generation and
distribution
Technology mix used for generation of electricity is: coal (40%), gas (30%), nuclear (20%), and
wind (10%). Their levelised electricity generation costs (LEGC - the lifetime discounted cost of
ownership of using a generation asset converted into an equivalent unit cost of generation) and
carbon emissions are: coal (0.03-0.047 £/kWh, 900-1100 g/kWh), gas (0.032-0.039 £/kWh, 400-
600 g/kWh), nuclear (0.034-0.067 £/kWh, 5-10 g/kWh), and wind (0.051-0.091 £/kWh, 20-25
g/kWh). This data is based on Tidball et al. (2010) for costs and (paulchefurka.ca/Electric Cars and
CO2.html) for carbon emissions.
Distribution of electricity is not covered in our model, i.e. it is assumed that distribution is
without any losses.
Water
treatment,
distribution,
and sewerage
Energy required and carbon emissions: treatment (0.135kWh/m3, 0.327kgCO2/m3), distribution
(0.44kWh/m3, 0.126kgCO2/m3), and sewerage (0.07kWh/m3, 0.583kgCO2/m3). Total energy
consumption here is corrected for the amount of electricity generated from sludge processing
and other renewable sources (between 14% and 30%). This is based on a real world case study.
Transportation Diesel/gasoline used by public transport is 26miles/litre for a bus and 48miles/litre for a diesel
train (based on House of Commons Hansard written answers for 20 July 2005), electricity used by
an electric train is 0.108 kWh/passenger km (based on 'Baseline energy statement - energy
consumption and carbon dioxide emissions on the railway' from March 2007 - The voice of the
passenger railway).
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Algorithms
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User interface
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Resultsdashboard
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Electric vehiclesYvonne Hübner and Phil BlytheNewcastle University
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Possible barriers to EVuptake
0%10%20%30%40%50%60%70%80%90%
100%
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ExtremelyimportantImportant
Switch EV Trails
Total number of journeys: 65,000Total number of charges: 17,000
260 answers to questionnaires58 participants attended 8 focus groups23 individual exit interviews
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TUCP Assumptions
The key barriers to the uptake of electricvehicles are:
1) Cost of the vehicle
2) Limited driving range of the vehicle
3) Limited availability of public charging infrastructure
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TUCP Model / Researchquestions
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TUCP ResearchQuestions
1. How will incentives influence the uptake ofEVs?
2. How does advertisement / word of mouthinfluence the uptake of EVs?
3. How does an increased uptake of electricvehicles influence electricity demand?
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Results: Impact of cost
Economic factor Uptake of EVs
10% 23
50% 7
100% 0
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Results: Impact of EVrange
% of journeys that can be met by EV Uptake ofEVs
40% 2
90% 7
100% 13
% of journeys that can be met by EV Uptake ofEVs
40% 5
90% 11
100% 8
Work place charging posts: 10%
Work place charging posts: 100%
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The real world
National strategy
• £300m for the Plug-In Car Grant
• Favourable tax regime, with plug-in vehicles receivingVehicle Excise Duty and Company Car Tax exemptions, aswell as Enhanced Capital Allowances
• £30m available to match-fund eight pilot projects installingand trialling recharging infrastructure in the UK to install upto 8,500 charge points
North East of England:• 12 quick charge points• 700 standard points• 390 home charge points
• For over 90% of the time driving in the North East, the EVis within 5km of a charging point.
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The real world (2)
Year All ultra-low carbon
cars registered in the
UK
New car
registrations in
the UK
2010 272 1,996,300
2011 1,209 1,907,400
2012 2,621 2,010,800
45.1% 40.1%
5.4% 9.4%
Petrol Diesel Alternativefuels andhybrids
Don't know
Responses to the question "What typeof fuel will you be most likely to choose
when you buy your next car?"
(AA Populus Panel)
(DfT Statistics)
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Results: Impact of ‘wordof mouth’
0.0%5.0%
10.0%15.0%20.0%25.0%30.0%35.0%40.0%45.0%50.0%
Yes, as myprimary car
Yes, but as asecond car only
No
Would you consider buying an EV?
Advertisementfactor
Uptake of EVs
0 5
5 7
10 9
20 6
I saw the EV actually a couple ofdays ago because our Chief Exec’s
decided to drive one and I wasactually surprised at the size of it.
It looks a lot chunkier than Iwould have expected.
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Results: Environmentalpriority
Environmental priority Uptake of EVs
10% 14
50% 49
100% 122
“Utopia” Uptake of EVs
998
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Results: Electricity demand
Utopia Scenario Results
Number of EVs 998
Number of PVs 960
Number of smart meters 997
Gas total 3,341,865 m3
Electric total 105,013 MWh
Gasoline total 9,270 m3
Carbon total 67,685 t
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Agenda
13.30 introduction to the project 13:40 the conversion point ontology 13:50 overview of the final model, including presentations from partners on data and
practices in industry
14:30 ** coffee/tea and networking 14:50 model experiments, outcomes 15:20 discussion 15:50 next steps, research outputs 16:00 finish
© Cranfield University 2013 60
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Modelexperiments
Experiments are used to study theperformance of processes and systems
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Experimentaldesign
• The general approach to planning and conductingthe experiment is called the strategy ofexperimentation
• In planning for the experimentation we followedseven step approach proposed by Coleman andMontgomery (1993) :
(1) Recognition of and statement of the problem(2) Choice of factors and levels(3) Selection of the response variable(s)(4) Choice of experimental design(5) Conduction of the experiment(6) Data analysis, and(7) Conclusions and recommendations
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Modelexperiments (1)
• What conditions may lead to large-scaleadoption of household generationtechnologies?
• The intention of experiments is to explorecombination of factors which wouldmaximise number of technologies in thesystem
1. Recognition of and statementof the problem
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2. Choice of factors and levels
Factor Low Level High Level
(A) Environmental
priority
30% 70%
(B) Location of
living
80% urban 90% urban
(C) Charging at work 10% 50%
(D) EV battery range 40% 80%
(E) Economic factor 90% 50%
(F) Reduction of
gasoline cars by 2050
50% 100%
(G) Advertisement 1% of total 5% of total
(H) UK railway
journeys
60% (electric)/40%
(diesel)
80% (electric)/20%
(diesel)
Modelexperiments (1)
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Modelexperiments (1)
• Average number of technologies adopted in themodel and average number of technologies perhousehold
• We also monitored the following system variables:(1) total water consumption (m3)(2) total gas consumption (m3)(3) total gasoline consumption (m3)(4) total electricity consumption (MWh)(5) total carbon (tonnes), and(6) total cost (millions £)
• We selected fractional factorial design ( )
3. Selection of the response variable(s)& 4. Choice of experimental design
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Modelexperiments (1)
5. Conduction of the experiments& 6. Data analysis
A B C D E F G H
Technology
uptake70%
No
effect
No
effect
No
effect50%
No
effect
No
effect
No
effect
Water
consumption70%
No
effect
No
effect
No
effect50%
No
effect
No
effect
No
effect
Gas
consumption
No
effect
No
effect
No
effect
No
effect
No
effect
No
effect
No
effect
No
effect
Gasoline
consumption
No
effect90%
No
effect
No
effect
No
effect100%
No
effect
No
effect
Electricity
consumption70% 90% 10% 40%
No
effect50%
No
effect
60%/40
%
Carbon
emissions70% 90%
No
effect40%
No
effect50% 1%
60%/40
%
Cost70% 90% 10% 40% 50% 50% 1%
60%/40
%
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Modelexperiments (1)
7. Conclusions and recommendations
Factor Proposed Current
(A) Environmental
priority
70% 30%
(B) Location of
living
90% urban 80% urban
(C) Charging at work 10% 10%
(D) EV battery range 40% 40%
(E) Economic factor 50% 90%
(F) Reduction of
gasoline cars by 2050
50%/100% 20%
(G) Advertisement 1% of total 1% of total
(H) UK railway journeys 60% (electric)/40%
(diesel)
60% (electric)/40%
(diesel)
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Modelexperiments (1)
7. Conclusions and recommendations
System response Current
Proposed with 50%
of gasoline cars in
2050
Proposed with 0% of
gasoline cars in 2050
Average over 10 runs Average over 10 runs Average over 10 runs
Total water (m3) 6062586.325 6004711.721 5893023.294
Total gas (m3) 3861532.476 3871474.414 3811934.219
Total gasoline (m3) 19984.2592 14706.653 11237.41723
Total electricity (MWh) 115053.3929 117380.8058 116687.4104
Total carbon (tonnes) 78933.9617 80272.78875 79649.29109
Total cost (in millions
£) 4.982 5.081 5.041
Average number of
technologies in the
model 10.1 69 68.2
Average number of
technologies per
household 0.0101 0.069 0.0682
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Modelexperiments (1)
• It seems that:
• promoting and creating conditions which wouldlead to higher uptake of household generationtechnologies may not be good
• proliferation of charging stations and electric trainjourneys, increase in EV battery range, andremoval of gasoline cars, would lead to highercosts, and significantly higher electricityconsumption and carbon emissions
• Unless we make changes in part of the systemresponsible for electricity generation – 2nd round ofexperiments
7. Conclusions and recommendations
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Modelexperiments (2)
• To what extent may adoption of householdgeneration technologies affect interdependentinfrastructures?
• The purpose of experiments is to explorecombination of factors which would minimise theeffects of adopting household generationtechnologies on the six system variables
1. Recognition of and statementof the problem
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Modelexperiments (2)
2. Choice of factors and levels
Factor Low Level High Level Centre
point
Axial points
(A) Reduction of gasoline
cars by 2050
50% 100% 75% 63%, 69%, 88%,
and 97%
(B) Reduction of gas users
by 2050
30% 60% 45% 38%, 44%, 53%,
and 57%
(C) Reduction in coal
generated electricity by
2050
30% 60% 45% 38%, 44%, 53%,
and 57%
(D) Increase in wind
generated electricity by
2050
5% 10% 7.5% 6%, 8%, and 9%
(E) Increase in nuclear
generated electricity by
2050
3% 6% 4.5% 4%, and 5%
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Modelexperiments (2)
2. Choice of factors and levels
Factor Effect
(F)Steady decrease in cost of
generation technologies
By 2050 almost half of households would be able to afford
generation technologies, whereas today this is possible only for
less than 10% in case of EV or PV technologies.
(G) Steady increase in the
number of households with
environmental attribute
By 2050 number of households with environmental attribute
would more than double, from around 30% today to 70%,
meaning there will be more people who are prepared to actively
participate in reducing their environmental effects.
(H) Steady increase in the EV
battery range
By 2050 the battery range would double relative to its
contemporary value.
(I) Steady proliferation of EV
charging stations
From almost negligible number of charging stations today, by
2050 we expect there to be at least 10% of charging stations
relative to the population.
(J) Steady increase in the
number of journeys by electric
trains
By 2050 there will be at least 20% more journeys by electric
trains than today (around 60%).
(K) Steady increase in the
number of urban dwellers
By 2050 there will be at least 10% more people living in urban
areas than today (around 80%).
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Modelexperiments (2)
• Average number of technologies adopted in the modeland average number of technologies per household
• We also monitored the following system variables: (1)total water consumption (m3), (2) total gasconsumption (m3), (3) total gasoline consumption(m3), (4) total electricity consumption (MWh), (5) totalcarbon (tonnes), and (6) total cost (millions £)
• We selected full factorial design plus centre and axialpoints runs with two blocks (low and high adoptionrate)
3. Selection of the response variable(s)& 4. Choice of experimental design
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Modelexperiments (2)
5. Conduction of the experiments& 6. Data analysis
(A) Reduction
of gasoline cars
by 2050
(B) Reduction of
gas users by
2050
(C) Reduction in
coal generated
electricity by
2050
(D) Increase in
wind generated
electricity by
2050
(E) Increase in
nuclear
generated
electricity by
2050
Water
consumptionNo effect No effect No effect No effect No effect
Gas
consumptionNo effect 60% No effect No effect No effect
Gasoline
consumption100% No effect No effect No effect No effect
Electricity
consumption50% 30% No effect No effect 3%
Carbon
emissions50% 30% 60% 10% No effect
Cost 50% 30% No effect 5% 3%
Technology
uptakeNo effect No effect No effect No effect No effect
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Modelexperiments (2)
7. Conclusions and recommendations
Factor Proposed Benchmark
(A) Reduction of gasoline
cars by 2050
50% 30%
(B) Reduction of gas
users by 2050
30% 10% increase
(C) Reduction in coal
generated electricity by
2050
60% 45%
(D) Increase in wind
generated electricity by
2050
5%/10% 5%/10%
(E) Increase in nuclear
generated electricity by
2050
3% 3%
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Modelexperiments (2)
7. Conclusions and recommendations
System response
Proposed with
low adoption
rate and wind
increase of 5%
Proposed with
high adoption
rate and wind
increase of 5%
Proposed with
low adoption
rate and wind
increase of
10%
Proposed with
high adoption
rate and wind
increase of
10%
Total water (m3) 6.060E+06 5.978E+06 6.079E+06 5.965E+06
Total gas (m3) 3.324E+06 3.255E+06 3.319E+06 3.264E+06
Total gasoline (m3) 1.617E+04 1.592E+04 1.588E+04 1.601E+04
Total electricity (MWh) 1.228E+05 1.236E+05 1.236E+05 1.235E+05
Total carbon (tonnes) 7.227E+04 7.246E+04 7.125E+04 7.103E+04
Total cost (in millions £) 5.411E+00 5.435E+00 5.537E+00 5.556E+00
Average number of
technologies per
household 0.22 0.58 0.20 0.66
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Modelexperiments (2)
7. Conclusions and recommendations
System
response
Benchmark
with low
adoption rate
and wind
increase of 5%
Benchmark
with high
adoption rate
and wind
increase of 5%
Benchmark
with low
adoption rate
and wind
increase of 10%
Benchmark
with high
adoption rate
and wind
increase of 10% Worst - Best
Total water
(m3) 6.033E+06 6.002E+06 6.082E+06 6.029E+06 117,035.30
Total gas (m3) 4.090E+06 4.126E+06 4.158E+06 4.160E+06 904,411.72
Total gasoline
(m3) 1.742E+04 1.774E+04 1.787E+04 1.741E+04 1,991.05
Total electricity
(MWh) 1.130E+05 1.146E+05 1.133E+05 1.152E+05 10,542.23
Total carbon
(tonnes) 7.122E+04 7.206E+04 7.039E+04 7.118E+04 2,071.48
Total cost (in
millions £) 4.977E+00 5.050E+00 5.097E+00 5.171E+00 0.58
Average no. of
technologies
per household 0.20 0.56 0.18 0.58 0.48
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Modelexperiments (2)
• It seems that:
• the highest adoption of household generationtechnologies are achieved by proposed (0.66) andbenchmark (0.58) configurations with high adoptionrates which is expected though
• the worst results, in terms of electricity consumptions,carbon emissions, and costs, are achieved by theproposed configurations
• when it comes to electricity consumption, carbonemissions, and cost, benchmark configurations with lowtechnology adoption level (0.18 and 0.2) produce thebest results
7. Conclusions and recommendations
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Modelexperiments (2)
• Translated in language of our five control factors, this meansthe following:
• In terms of electricity consumption, carbon emissions, andcost, modest level of reduction (30%) in gasoline cars by2050 is better than more significant reductions, e.g. 50% or100%.
• It also seems that increase in gas users is better than theirreduction.
• All this results from conditions with very modest level ofuptake of household generation technologies and not toosevere reductions in coal generated electricity compared tothe proposed configurations
7. Conclusions and recommendations
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Modelexperiments (2)
• In the context of current technology mix used in the UK forthe generation of electricity and plans to change that mix inthe future, large-scale adoption of household generationtechnologies can only make things worse
• If we are to see some tangible benefits from large-scaleadoption of these technologies, the technology mix wouldhave to be changed radically (investing in higher levels ofwind and nuclear generated electricity)
• Reductions in electricity consumption, carbon emissions,and costs may be achieved with proliferation of gas usersand further efficiency improvements in gasoline cars andgas boilers
7. Conclusions and recommendations
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Discussion – Colin Taylor
Boundaries/scope
Data
Algorithms
Visualization
Further testing:
geographical?
scale?
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Outputs and impact
Conference (peer-reviewed) papers: Varga, L., Camci, F., Boxall, J., Toossi, Machell, J., Blythe, P.T., Taylor, C. Transforming Critical
Infrastructure: Matching the Complexity of the Environment to Policy ECCS 2012
Varga, L., Attitudes & Behaviours in Utility Systems, ARCC CN – Birmingham 2012 -
Varga, L., Grubic, G., Greening, P., Varga, S. Critical Infrastructure and Social SystemsCoevolution, Complexity Interface 2012
Toossi, A., Camci, F., Varga, L., IEEE International Conference on Industrial Technology (ICIT2013) - Developing an AHP based decision model for energy systems policy making
Varga, L., ISGNI 2013 – Sydney Australia 2013 Action in 8 domains for an 8 factor improvement:infrastructure with agency
Gonzalez, J. de Durana, J. Barambones, O., Kremers, E. Varga, L., Agent based modelling of localenergy networks as instances of Complex Infrastructure Systems, ECCS’13
Raven PG, Machell J, Boxall JB, “Choice infrastructure: non-engineering strategies for behaviourchange around domestic water and sewerage use”; 7th International Conference on SewerProcesses & Networks, Uni. Of Sheffield, 28-30/8/2013
Raven PG, Machell J, Boxall JB, “Worlds that tell stories, stories that tell worlds: diegesis andmimesis in science fiction and technoscience”, Science in Public 2013, Nottingham, 22-23/7/2013
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Outputs and impact (2)
Academic papers: Robinson, A.P. Blythe, P.T., Bell, M.C., Hübner, Y., Hill, G.A. (2013), Analysis of electric vehicle driver recharging
demand profiles and subsequent impacts on the carbon content of electric vehicle trips, Energy Policy, 61, 337–348 http://www.sciencedirect.com/science/article/pii/S0301421513004266
Toossi, A., Camci, F., Varga, L. (2013). IEEE Developing an AHP based decision model for energy systems policymaking, IEEE International Conference on Industrial Technology (ICIT),1456-1460
Neaimeh, M., Hill, G.A., Hübner, Y., Blythe, P.T. (2013), Routing systems to extend the driving range of electricvehicles, IET Intelligent Transport Systems, July, 1–10
Varga, L., Grubic, T., Greening, P., Varga, S. Camci, F. (2013), Characterising Conversion Points and ComplexInfrastructure Systems: Creating a system representation for agent based modelling, Complexity, in revision
Varga, L., Camci, F., Boxall, J., Toossi, Machell, J., Blythe, P.T., Taylor, C. (2013), Transforming CriticalInfrastructure: Matching the Complexity of the Environment to Policy, International Journal of E-PlanningResearch (IJEPR), submitted
Bale, C.S.E., Varga, L., Foxon, T. (2013). Energy & Complexity: New Ways Forward, Applied Energy, submitted Karaca, F. Camci, F. “Soiling Reduction Analysis of Cultural Heritage through Adoption of Passenger Electric Cars”,
Journal of Cultural Heritage, submitted Grubic, T., Varga, L., Varga, S. (2013), Conditions and implications of large-scale adoption of household generation
technologies, Energy Policy, ready for submission Raven PG, Machell J, Boxall JB, “Choice infrastructure: non-engineering strategies for behaviour change around
domestic water and sewerage use”; Water Science & Technology submitted Grubic, T., Varga, L., Varga, S. (2013), How critical are household generation technologies for the UK national
infrastructures?, Technological Forecasting & Social Change, ready for submission Machell J, Raven PG, Boxall J, (2013), <as-yet-untitled paper proposing a system of electricity and water
conversion points>, under preparation Y. Hübner, P.T. Blythe, T. Grubic, F. Camci, J. Boxall, J. Machell, F. Karaca, P. Raven, L. Varga, Estimating the
demand for electric vehicles using the TUCP approach, under preparation Y. Hübner, O. Heidrich, G.A. Hill, P.T. Blythe, R.J. Dawson, Transport, EV and climate change mitigation strategies
in UK cities, under preparation
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Outputs and impact (3)
Practitioner papers and other dissemination:
Varga, L., Camci, F., Boxall, J. Toossi, A., Machell, J. March 2012 Conversion Points:An introduction, Stakeholder briefing note.
Varga L, Grubic T (2013) Transforming critical infrastructure. International Innovation,(Jul) 35-37.
Raven PG, “An introduction to Infrastructure Fiction”, Superflux, 27 June 2013<http://www.superflux.in/blog/infrastructure-fiction>
Raven PG, “An Introduction to Infrastructure Fiction”, Improve Reality 2013,Lighthouse, Brighton; 5/9/2013 [pending]
Raven PG, “Infrastructure fiction and cyborg anthropology”, #Stacktivismunconference, Lime Wharf, Hackney; 13/7/2013
Raven PG, special guest speaker/facilitator at Fractal'13 (public-access design fictionconference), Medellín, Colombia; 17-18/5/2013
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Outputs and impact (4)
Future funding
ECCS 2013 – satellite workshop IUS'13
Integrated Utility Services – Complex Models
ICIF – Jul 2013 – 3 years
International Centre for Infrastructure Futures
ARCC-CN – Assets sandpit project
Workshop at Cranfield and draft proposal
EU-InnovatE – 3.5 years starting 2014
European FP7 project under the Sustainable Lifestyles and the GreenEconomy in Europe theme
Relationships:
University of Bilbao, Vitoria, Spain
Public/partner web–site:https://www.cranfieldccedportal.com/tucp/Pages/default.aspx
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Transforming Utilities’ ConversionPoints – TUCPFinal DisseminationThanks
03.09.2013