POWERING ACCRA: PROJECTING ELECTRICITY DEMAND FOR GHANA S CAPITAL CITY
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1 POWERING ACCRA: PROJECTING ELECTRICITY DEMAND FOR GHANA S CAPITAL CITY Tyler James Frazier, AICP Prof. Dr. Paul L.G. Vlek Prof. Dr. Eckart Ehlers Dr. Quang Bao Le
2 About me Professional Urban Planner for more than 5 years in Florida and Georgia Qualified as American Institute of Certified Planners (AICP) Numerous Public and Private Sector Projects, Qualified Expert in Urban Planning and Land Development (Southwest Florida Circuit Courts) Graduate of the Georgia Institute of Technology (2001), Master of City and Regional Planning Researcher / PhD Fellow at the Zentrum for Entwicklungsforschung in Bonn since 2006 Research funded (employed) as part of GLOWA Volta Lived in Accra for a year in 2007 & 2008, returned twice Completing PhD in Geography at the University of Bonn (expected later this year)
3 Goals To demonstrate that the fundamental tenets of urban and regional planning are the same in west African mega cities as they are in modern cities (the US, Europe, etc...) To demonstate that useful land use data exists in west African mega cities as in modern cities. To build a disaggregated demand electricity demand model of a west African mega-city based on parcel land use and its performance standards. To explore and understand the dynamics (macro & micro) of a west African mega-city and how urban planning can be used as a transformative tool towards an alternative sustainable (social, economic, environmental) future.
4 Central Research Questions Which land development patterns are most likely in the Greater Accra Region over the next 30 years? What is the projected electricity demand in the Greater Accra Region over the next 30 years? Which set of policies will be the most cost effective in advancing a sustainable energy use plan in the Greater Accra Region over the next 30 years?
5 Energy and Urban Modelling Accounting Frameworks LEAP Long Range Energy Alternative Planning System Optimization Models (MARKAL) Equilibrium Models (GAMS) Cournot Competition, Supply Function Equilibrium (SFE) Demand is difficult to project Simulation Platforms AMES Wholesale Power Market Test Bed (Supply Side) RePast Simphony, Open Source Agent-based computational laboratory for wholesale power markets Strategically-learning traders, ISO-managed wholesale power market, transmission grid, generators, demand Iowa State, Leigh Tesfatsion OPUS Open Platform for Urban Simulation (Demand Side) Python/XML, GUI, import/export to SQL/GIS, Open Source Center for Urban Simulation and Policy Analysis at the University of Washington Paul Waddell and Alan Borning UrbanSim OPUS package Southeast Michigan Council of Governments - Detroit, Michigan Puget Sound Regional Council - Seattle, Washington Maricopa Association of Governments - Phoenix, Arizona Denver Regional Council of Governments - Denver, Colorado GIS OPUS SPSS/STATA SQL
6 OPUS Urbansim Data Jobs, households, buildings, travel times (parcel, grid-cell, zone based projects) Models Household transition: annual external control totals of population and households Economic transition: annual external control totals of employment by sector Household relocation: HHH age, HHH income, probability of relocating Employment relocation: job relocation probability by sector Real estate price model: unit price, jobs spaces or dwelling units, property value Development project transition: residential, commercial, industrial, government development project location choice Household Location Choice: multinomial logit model Employment Location Choice: multinomial logit model Travel: travel time by mode to/from all zones Scenarios Control total growth rates: demographic & economic, high, medium and low Development project controls: comprehensive planning & zoning
7 Urbansim - GAUS Annual Cycle Relocation Choice: household & employment Transition: demographic & economic Electricity Demand Real Estate Price Model Base Data households, jobs, buildings, travel times Travel Model: zone to zone travel times Development Project Transition: residential, commercial, industrial, government Development Project Location Choice: residential, commercial, industrial, government Location Choice: household & employment
8 South Central Ghana Ghana s population is currently about 23 million (2008) Aburi recent estimates have nearly 1 in 4 Ghanians living in the Accra Metropolitan Region 6000 GWhs generated in 2004, 50%+ of all consumption was by residential households 6.6 million TOE total in TOE from wood-fuels 0.5 TOE from electricity Kasoa 7 mile Tema Madeina Ga Achimota Nungua Kokomlemle La Osu Dansoman MacQarthy Ministries Hill In 2000, the Greater Accra Metropolitan Region had 3 million+ inhabitants, about 625,000 households and about 1,350,000 structures Most significant area for industrial and services sectors, together these account for nearly 75% of Ghana s GDP
9 Greater Accra Region
10 Korle Bu District District 190,000 residents Blocks Rounds Plots Buildings Property Value Com, Inst, Ind, Res Commercial: 4 63 GHC/m2 Demographics HHs, Density, Age Density- up to 120,000 persons/km2 Energy Consumption Residential kwhours
11 James Town Block
12 Urbansim Zone Project Households Cars, workers, persons, tribe, income, age_of_head, children Jobs Building type, sector Pseudo buildings Building type, avg value, residential units & capacity, commercial/industrial/government job spaces & capacity
13 Synthetic Population Generator Ghana Statistical Service has released 5% microdata of Greater Accra, control totals from Census and other sources Iterative Proportionate Updating (IPU) Work by Ram Pendyala at Arizona State Next step to Incorporate exogenous variables through time Unique to Ghana: tribal affiliation Asante, Ga, Erweh, Fante, etc Location Choice Modeling Statistical parameters from GLSS data
14 Electricity Demand Modeling Linear Regression y = ß0 + ß1x1 + ß2x2 + ß3x ε Y = residential energy demand (commercial, institutional, industrial) X1 N = population, hhs, land value, density, presence of automobile, household appliances (television etc..) ß = regression coefficients ε = residual term Time Series Analysis Actual electricity consumption for about 300,000 meters 16 months (Oct 2006 January 2008) Land use (commercial, industrial, institutional, residential) meters are spatially located
15 Scenarios Population Growth High, medium, low Control tables Economic Growth High, medium, low Control tables Conservation Consumption Performance standard by Use Commercial, Institutional, Industrial, Residential NPV Decentralized Generation Performance standard by Use Commercial, Institutional, Industrial, Residential NPV
16 Americans, Germans & Ghanaians... Obtained datasets during field work Working closely with the Ministry of Finance and Economic Planning, Electricity Company of Ghana, the Ministry of Lands, Forestry and Mines, Ministry of Road Transport, the Survey Department, Town & Country Planning, (Accra, Ghana) Development of urban simulation Working closely with the Center for Urban Simulation and Policy Analysis at the University of Washington
17 Thank you...questions???
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