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A review of urban energy system models: Approaches, challenges and opportunities

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  • Keirstead, James
  • Jennings, Mark
  • Sivakumar, Aruna

Abstract

Energy use in cities has attracted significant research in recent years. However such a broad topic inevitably results in number of alternative interpretations of the problem domain and the modelling tools used in its study. This paper seeks to pull together these strands by proposing a theoretical definition of an urban energy system model and then evaluating the state of current practice. Drawing on a review of 219 papers, five key areas of practice were identified – technology design, building design, urban climate, systems design, and policy assessment – each with distinct and incomplete interpretations of the problem domain. We also highlight a sixth field, land use and transportation modelling, which has direct relevance to the use of energy in cities but has been somewhat overlooked by the literature to date. Despite their diversity, these approaches to urban energy system modelling share four common challenges in understanding model complexity, data quality and uncertainty, model integration, and policy relevance. We then examine the opportunities for improving current practice in urban energy systems modelling, focusing on the potential of sensitivity analysis and cloud computing, data collection and integration techniques, and the use of activity-based modelling as an integrating framework. The results indicate that there is significant potential for urban energy systems modelling to move beyond single disciplinary approaches towards a sophisticated integrated perspective that more fully captures the theoretical intricacy of urban energy systems.

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  • Keirstead, James & Jennings, Mark & Sivakumar, Aruna, 2012. "A review of urban energy system models: Approaches, challenges and opportunities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(6), pages 3847-3866.
  • Handle: RePEc:eee:rensus:v:16:y:2012:i:6:p:3847-3866
    DOI: 10.1016/j.rser.2012.02.047
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    as
    1. Parshall, Lily & Gurney, Kevin & Hammer, Stephen A. & Mendoza, Daniel & Zhou, Yuyu & Geethakumar, Sarath, 2010. "Modeling energy consumption and CO2 emissions at the urban scale: Methodological challenges and insights from the United States," Energy Policy, Elsevier, vol. 38(9), pages 4765-4782, September.
    2. Bourbia, F. & Boucheriba, F., 2010. "Impact of street design on urban microclimate for semi arid climate (Constantine)," Renewable Energy, Elsevier, vol. 35(2), pages 343-347.
    3. Grant, Andrew & Johnstone, Cameron & Kelly, Nick, 2008. "Urban wind energy conversion: The potential of ducted turbines," Renewable Energy, Elsevier, vol. 33(6), pages 1157-1163.
    4. Assimakopoulos, M.N. & Mihalakakou, G. & Flocas, H.A., 2007. "Simulating the thermal behaviour of a building during summer period in the urban environment," Renewable Energy, Elsevier, vol. 32(11), pages 1805-1816.
    5. Newman, P. W. G. & Kenworthy, J. R. & Lyons, T. J., 1992. "The ecology of urban driving II--driving cycles across a city: Their validation and implications," Transportation Research Part A: Policy and Practice, Elsevier, vol. 26(3), pages 273-290, May.
    6. Roorda, Matthew J. & Miller, Eric J. & Habib, Khandker M.N., 2008. "Validation of TASHA: A 24-h activity scheduling microsimulation model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(2), pages 360-375, February.
    7. Michalik, G. & Khan, M.E. & Bonwick, W.J. & Mielczarski, W., 1997. "Structural modelling of energy demand in the residential sector: 2. The use of linguistic variables to include uncertainty of customers' behaviour," Energy, Elsevier, vol. 22(10), pages 949-958.
    8. Jean-Pierre Nicolas, 2000. "Analysing road traffic influences on air pollution: How to achieve sustainable urban development," Post-Print halshs-01357084, HAL.
    9. Christer Anderstig & Lars‐Göran Mattsson, 1991. "An Integrated Model Of Residential And Employment Location In A Metropolitan Region," Papers in Regional Science, Wiley Blackwell, vol. 70(2), pages 167-184, April.
    10. Agrawal, Basant & Tiwari, G.N., 2010. "Optimizing the energy and exergy of building integrated photovoltaic thermal (BIPVT) systems under cold climatic conditions," Applied Energy, Elsevier, vol. 87(2), pages 417-426, February.
    11. Markovic, Dragan & Cvetkovic, Dragan & Masic, Branislav, 2011. "Survey of software tools for energy efficiency in a community," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 4897-4903.
    12. D C Simmonds, 1999. "The Design of the Delta Land-Use Modelling Package," Environment and Planning B, , vol. 26(5), pages 665-684, October.
    13. Ahmed, Ahmed Shata, 2010. "Wind energy as a potential generation source at Ras Benas, Egypt," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(8), pages 2167-2173, October.
    14. Müller, Gerald & Jentsch, Mark F. & Stoddart, Euan, 2009. "Vertical axis resistance type wind turbines for use in buildings," Renewable Energy, Elsevier, vol. 34(5), pages 1407-1412.
    15. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555, September.
    16. Arthur, Maria de Fatima S.R. & Zahran, Sammy & Bucini, Gabriela, 2010. "On the adoption of electricity as a domestic source by Mozambican households," Energy Policy, Elsevier, vol. 38(11), pages 7235-7249, November.
    17. Shimoda, Yoshiyuki & Yamaguchi, Yukio & Okamura, Tomo & Taniguchi, Ayako & Yamaguchi, Yohei, 2010. "Prediction of greenhouse gas reduction potential in Japanese residential sector by residential energy end-use model," Applied Energy, Elsevier, vol. 87(6), pages 1944-1952, June.
    18. Charlotte Berg, 2007. "Household Transport Demand in a CGE-framework," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 37(3), pages 573-597, July.
    19. Lin, Q.G. & Huang, G.H., 2010. "An inexact two-stage stochastic energy systems planning model for managing greenhouse gas emission at a municipal level," Energy, Elsevier, vol. 35(5), pages 2270-2280.
    20. Chantrelle, Fanny Pernodet & Lahmidi, Hicham & Keilholz, Werner & Mankibi, Mohamed El & Michel, Pierre, 2011. "Development of a multicriteria tool for optimizing the renovation of buildings," Applied Energy, Elsevier, vol. 88(4), pages 1386-1394, April.
    21. Girardin, Luc & Marechal, François & Dubuis, Matthias & Calame-Darbellay, Nicole & Favrat, Daniel, 2010. "EnerGis: A geographical information based system for the evaluation of integrated energy conversion systems in urban areas," Energy, Elsevier, vol. 35(2), pages 830-840.
    22. Ouedraogo, Boukary, 2006. "Household energy preferences for cooking in urban Ouagadougou, Burkina Faso," Energy Policy, Elsevier, vol. 34(18), pages 3787-3795, December.
    23. Ren, Hongbo & Gao, Weijun, 2010. "A MILP model for integrated plan and evaluation of distributed energy systems," Applied Energy, Elsevier, vol. 87(3), pages 1001-1014, March.
    24. Amano, Y. & Ito, K. & Yoshida, S. & Matsuo, K. & Hashizume, T. & Favrat, D. & Maréchal, F., 2010. "Impact analysis of carbon tax on the renewal planning of energy supply system for an office building," Energy, Elsevier, vol. 35(2), pages 1040-1046.
    25. Bagiorgas, H.S. & Mihalakakou, G., 2008. "Experimental and theoretical investigation of a nocturnal radiator for space cooling," Renewable Energy, Elsevier, vol. 33(6), pages 1220-1227.
    26. Difs, Kristina & Bennstam, Marcus & Trygg, Louise & Nordenstam, Lena, 2010. "Energy conservation measures in buildings heated by district heating – A local energy system perspective," Energy, Elsevier, vol. 35(8), pages 3194-3203.
    27. Brownsword, R.A. & Fleming, P.D. & Powell, J.C. & Pearsall, N., 2005. "Sustainable cities - modelling urban energy supply and demand," Applied Energy, Elsevier, vol. 82(2), pages 167-180, October.
    28. Casisi, M. & Pinamonti, P. & Reini, M., 2009. "Optimal lay-out and operation of combined heat & power (CHP) distributed generation systems," Energy, Elsevier, vol. 34(12), pages 2175-2183.
    29. Ornetzeder, Michael & Hertwich, Edgar G. & Hubacek, Klaus & Korytarova, Katarina & Haas, Willi, 2008. "The environmental effect of car-free housing: A case in Vienna," Ecological Economics, Elsevier, vol. 65(3), pages 516-530, April.
    30. J D Hunt & D C Simmonds, 1993. "Theory and Application of an Integrated Land-Use and Transport Modelling Framework," Environment and Planning B, , vol. 20(2), pages 221-244, April.
    31. Shimoda, Yoshiyuki & Asahi, Takahiro & Taniguchi, Ayako & Mizuno, Minoru, 2007. "Evaluation of city-scale impact of residential energy conservation measures using the detailed end-use simulation model," Energy, Elsevier, vol. 32(9), pages 1617-1633.
    32. Fleten, S.-E. & Maribu, K.M. & Wangensteen, I., 2007. "Optimal investment strategies in decentralized renewable power generation under uncertainty," Energy, Elsevier, vol. 32(5), pages 803-815.
    33. Baños, R. & Manzano-Agugliaro, F. & Montoya, F.G. & Gil, C. & Alcayde, A. & Gómez, J., 2011. "Optimization methods applied to renewable and sustainable energy: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(4), pages 1753-1766, May.
    34. Sundberg, G & Karlsson, B.G, 2000. "Interaction effects in optimising a municipal energy system," Energy, Elsevier, vol. 25(9), pages 877-891.
    35. Chang, Le & Li, Zheng & Gao, Dan & Huang, He & Ni, Weidou, 2007. "Pathways for hydrogen infrastructure development in China: Integrated assessment for vehicle fuels and a case study of Beijing," Energy, Elsevier, vol. 32(11), pages 2023-2037.
    36. Páez, Armando, 2010. "Energy-urban transition: The Mexican case," Energy Policy, Elsevier, vol. 38(11), pages 7226-7234, November.
    37. Jean-Pierre Nicolas, 2000. "Analysing road traffic influences on air pollution: How to achieve sustainable urban development," Transport Reviews, Taylor & Francis Journals, vol. 20(2), pages 219-232, January.
    38. García, Carlos A. & Manzini, Fabio & Islas, Jorge, 2010. "Air emissions scenarios from ethanol as a gasoline oxygenate in Mexico City Metropolitan Area," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(9), pages 3032-3040, December.
    39. Gustafsson, Stig-Inge & Karlsson, Björn G., 1989. "Insulation and bivalent heating system optimization: Residential housing retrofits and time-of-use tariffs for electricity," Applied Energy, Elsevier, vol. 34(4), pages 303-315.
    40. Ihara, Tomohiko & Kikegawa, Yukihiro & Asahi, Kazutake & Genchi, Yutaka & Kondo, Hiroaki, 2008. "Changes in year-round air temperature and annual energy consumption in office building areas by urban heat-island countermeasures and energy-saving measures," Applied Energy, Elsevier, vol. 85(1), pages 12-25, January.
    41. Zhu, Y. & Huang, G.H. & Li, Y.P. & He, L. & Zhang, X.X., 2011. "An interval full-infinite mixed-integer programming method for planning municipal energy systems - A case study of Beijing," Applied Energy, Elsevier, vol. 88(8), pages 2846-2862, August.
    42. Alarcon-Rodriguez, Arturo & Ault, Graham & Galloway, Stuart, 2010. "Multi-objective planning of distributed energy resources: A review of the state-of-the-art," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(5), pages 1353-1366, June.
    43. Mancarella, Pierluigi & Chicco, Gianfranco, 2009. "Global and local emission impact assessment of distributed cogeneration systems with partial-load models," Applied Energy, Elsevier, vol. 86(10), pages 2096-2106, October.
    44. Beccali, M. & Cellura, M. & Lo Brano, V. & Marvuglia, A., 2008. "Short-term prediction of household electricity consumption: Assessing weather sensitivity in a Mediterranean area," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(8), pages 2040-2065, October.
    45. Bruckner, Th. & Groscurth, H.-M. & Kümmel, R., 1997. "Competition and synergy between energy technologies in municipal energy systems," Energy, Elsevier, vol. 22(10), pages 1005-1014.
    46. Zamorano, Montserrat & Ignacio Pérez Pérez, Jorge & Aguilar Pavés, Ignacio & Ramos Ridao, Ángel, 2007. "Study of the energy potential of the biogas produced by an urban waste landfill in Southern Spain," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(5), pages 909-922, June.
    47. P A Rickaby, 1991. "Energy and Urban Development in an Archetypal English Town," Environment and Planning B, , vol. 18(2), pages 153-175, June.
    48. Browne, David & O'Regan, Bernadette & Moles, Richard, 2010. "Use of multi-criteria decision analysis to explore alternative domestic energy and electricity policy scenarios in an Irish city-region," Energy, Elsevier, vol. 35(2), pages 518-528.
    49. Lin, Q.G. & Huang, G.H., 2009. "A dynamic inexact energy systems planning model for supporting greenhouse-gas emission management and sustainable renewable energy development under uncertainty--A case study for the City of Waterloo,," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(8), pages 1836-1853, October.
    50. Mendes, Gonçalo & Ioakimidis, Christos & Ferrão, Paulo, 2011. "On the planning and analysis of Integrated Community Energy Systems: A review and survey of available tools," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 4836-4854.
    51. Jonathan Koomey & Paul Craig & Ashok Gadgil & David Lorenzetti, 2003. "Improving Long-Range Energy Modeling: A Plea for Historical Retrospectives," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4), pages 75-92.
    52. Weber, C. & Shah, N., 2011. "Optimisation based design of a district energy system for an eco-town in the United Kingdom," Energy, Elsevier, vol. 36(2), pages 1292-1308.
    53. D’Alessandro, V. & Montelpare, S. & Ricci, R. & Secchiaroli, A., 2010. "Unsteady Aerodynamics of a Savonius wind rotor: a new computational approach for the simulation of energy performance," Energy, Elsevier, vol. 35(8), pages 3349-3363.
    54. Greenberg, Michael & Mantell, Nancy & Lahr, Michael & Felder, Frank & Zimmerman, Rae, 2007. "Short and intermediate economic impacts of a terrorist-initiated loss of electric power: Case study of New Jersey," Energy Policy, Elsevier, vol. 35(1), pages 722-733, January.
    55. Chinese, Damiana & Meneghetti, Antonella, 2005. "Optimisation models for decision support in the development of biomass-based industrial district-heating networks in Italy," Applied Energy, Elsevier, vol. 82(3), pages 228-254, November.
    56. Zhang, Liang & Huang, Zhen, 2007. "Life cycle study of coal-based dimethyl ether as vehicle fuel for urban bus in China," Energy, Elsevier, vol. 32(10), pages 1896-1904.
    57. Groscurth, H.-M. & Bruckner, Th. & Kümmel, R., 1995. "Modeling of energy-services supply systems," Energy, Elsevier, vol. 20(9), pages 941-958.
    58. Bakken, Bjorn H. & Skjelbred, Hans I. & Wolfgang, Ove, 2007. "eTransport: Investment planning in energy supply systems with multiple energy carriers," Energy, Elsevier, vol. 32(9), pages 1676-1689.
    59. Kikegawa, Yukihiro & Genchi, Yutaka & Kondo, Hiroaki & Hanaki, Keisuke, 2006. "Impacts of city-block-scale countermeasures against urban heat-island phenomena upon a building's energy-consumption for air-conditioning," Applied Energy, Elsevier, vol. 83(6), pages 649-668, June.
    60. Akisawa, Atsushi & Kaya, Yoichi, 1998. "Two model analyses of the urban structure of minimal transportation energy consumption," Applied Energy, Elsevier, vol. 61(1), pages 25-39, September.
    61. Roberto Aringhieri & Federico Malucelli, 2003. "Optimal Operations Management and Network Planning of a District Heating System with a Combined Heat and Power Plant," Annals of Operations Research, Springer, vol. 120(1), pages 173-199, April.
    62. Choi, Suk-Won & Sohngen, Brent & Alig, Ralph, 2011. "An assessment of the influence of bioenergy and marketed land amenity values on land uses in the Midwestern US," Ecological Economics, Elsevier, vol. 70(4), pages 713-720, February.
    63. Dotzauer, Erik, 2003. "Experiences in mid-term planning of district heating systems," Energy, Elsevier, vol. 28(15), pages 1545-1555.
    64. Adamo, L. & Cammarata, G. & Fichera, A. & Marletta, L., 1997. "Improvement of a district heating network through thermoeconomic approach," Renewable Energy, Elsevier, vol. 10(2), pages 213-216.
    65. Horridge, Mark, 1994. "A computable general equilibrium model of urban transport demands," Journal of Policy Modeling, Elsevier, vol. 16(4), pages 427-457, August.
    66. Bennett, M. & Newborough, M., 2001. "Auditing energy use in cities," Energy Policy, Elsevier, vol. 29(2), pages 125-134, January.
    67. Aki, Hirohisa & Oyama, Tsutomu & Tsuji, Kiichiro, 2006. "Analysis of energy service systems in urban areas and their CO2 mitigations and economic impacts," Applied Energy, Elsevier, vol. 83(10), pages 1076-1088, October.
    68. Paul Waddell, 2011. "Integrated Land Use and Transportation Planning and Modelling: Addressing Challenges in Research and Practice," Transport Reviews, Taylor & Francis Journals, vol. 31(2), pages 209-229.
    69. Michalik, G. & Khan, M.E. & Bonwick, W.J. & Mielczarski, W., 1997. "Structural modelling of energy demand in the residential sector: 1. Development of structural models," Energy, Elsevier, vol. 22(10), pages 937-947.
    70. Arboit, M. & Diblasi, A. & Fernández Llano, J.C. & de Rosa, C., 2008. "Assessing the solar potential of low-density urban environments in Andean cities with desert climates: The case of the city of Mendoza, in Argentina," Renewable Energy, Elsevier, vol. 33(8), pages 1733-1748.
    71. van der Vleuten, Erik & Raven, Rob, 2006. "Lock-in and change: Distributed generation in Denmark in a long-term perspective," Energy Policy, Elsevier, vol. 34(18), pages 3739-3748, December.
    72. Hutchinson, Emma J. & Wilkinson, Paul & Hong, Sung H. & Oreszczyn, Tadj, 2006. "Can we improve the identification of cold homes for targeted home energy-efficiency improvements?," Applied Energy, Elsevier, vol. 83(11), pages 1198-1209, November.
    73. Bhattacharyya, Subhes C. & Timilsina, Govinda R., 2009. "Energy demand models for policy formulation : a comparative study of energy demand models," Policy Research Working Paper Series 4866, The World Bank.
    74. Shimoda, Yoshiyuki & Okamura, Tomo & Yamaguchi, Yohei & Yamaguchi, Yukio & Taniguchi, Ayako & Morikawa, Takao, 2010. "City-level energy and CO2 reduction effect by introducing new residential water heaters," Energy, Elsevier, vol. 35(12), pages 4880-4891.
    75. Yezioro, A. & Capeluto, Isaac G. & Shaviv, E., 2006. "Design guidelines for appropriate insolation of urban squares," Renewable Energy, Elsevier, vol. 31(7), pages 1011-1023.
    76. Anagreh, Yaser & Bataineh, Ahmad & Al-Odat, Muhammad, 2010. "Assessment of renewable energy potential, at Aqaba in Jordan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(4), pages 1347-1351, May.
    77. Gustafsson, Stig-Inge, 1992. "Optimization of building retrofits in a combined heat and power network," Energy, Elsevier, vol. 17(2), pages 161-171.
    78. Lo, S. N. G. & Norton, B. & Mannis, A., 2001. "Domestic energy use and air quality; a case study of the city of Belfast," Applied Energy, Elsevier, vol. 68(1), pages 1-18, January.
    79. Huang, Zhijia & Zhang, Xu, 2006. "Well-to-wheels analysis of hydrogen based fuel-cell vehicle pathways in Shanghai," Energy, Elsevier, vol. 31(4), pages 471-489.
    80. Pohekar, S. D. & Ramachandran, M., 2004. "Application of multi-criteria decision making to sustainable energy planning--A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 8(4), pages 365-381, August.
    81. Lindenberger, D & Bruckner, T & Groscurth, H.-M & Kümmel, R, 2000. "Optimization of solar district heating systems: seasonal storage, heat pumps, and cogeneration," Energy, Elsevier, vol. 25(7), pages 591-608.
    82. Gundimeda, Haripriya & Kohlin, Gunnar, 2008. "Fuel demand elasticities for energy and environmental policies: Indian sample survey evidence," Energy Economics, Elsevier, vol. 30(2), pages 517-546, March.
    83. Kamimura, A. & Guerra, S.M.G. & Sauer, I.L., 2006. "On the substitution of energy sources: Prospective of the natural gas market share in the Brazilian urban transportation and dwelling sectors," Energy Policy, Elsevier, vol. 34(18), pages 3583-3590, December.
    84. Shimazaki, Yoichi, 2003. "Evaluation of refrigerating and air-conditioning technologies in heat cascading systems under the carbon dioxide emissions constraint: the proposal of the energy cascade balance table," Energy Policy, Elsevier, vol. 31(15), pages 1685-1697, December.
    85. Lariviere, Isabelle & Lafrance, Gaetan, 1999. "Modelling the electricity consumption of cities: effect of urban density," Energy Economics, Elsevier, vol. 21(1), pages 53-66, February.
    86. Kikegawa, Yukihiro & Genchi, Yutaka & Yoshikado, Hiroshi & Kondo, Hiroaki, 2003. "Development of a numerical simulation system toward comprehensive assessments of urban warming countermeasures including their impacts upon the urban buildings' energy-demands," Applied Energy, Elsevier, vol. 76(4), pages 449-466, December.
    87. Akbari, H. & Konopacki, S., 2005. "Calculating energy-saving potentials of heat-island reduction strategies," Energy Policy, Elsevier, vol. 33(6), pages 721-756, April.
    88. Manfren, Massimiliano & Caputo, Paola & Costa, Gaia, 2011. "Paradigm shift in urban energy systems through distributed generation: Methods and models," Applied Energy, Elsevier, vol. 88(4), pages 1032-1048, April.
    89. Karathodorou, Niovi & Graham, Daniel J. & Noland, Robert B., 2010. "Estimating the effect of urban density on fuel demand," Energy Economics, Elsevier, vol. 32(1), pages 86-92, January.
    90. Johnston, Robert A., 2008. "Indicators for Sustainable Transportation Planning," Institute of Transportation Studies, Working Paper Series qt1h55d8qk, Institute of Transportation Studies, UC Davis.
    91. Jo, J.H. & Carlson, J. & Golden, J.S. & Bryan, H., 2010. "Sustainable urban energy: Development of a mesoscale assessment model for solar reflective roof technologies," Energy Policy, Elsevier, vol. 38(12), pages 7951-7959, December.
    92. Ren, Hongbo & Zhou, Weisheng & Nakagami, Ken'ichi & Gao, Weijun, 2010. "Integrated design and evaluation of biomass energy system taking into consideration demand side characteristics," Energy, Elsevier, vol. 35(5), pages 2210-2222.
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