IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v4y2011i10p1624-1656d14459.html
   My bibliography  Save this article

A Review on Optimization Modeling of Energy Systems Planning and GHG Emission Mitigation under Uncertainty

Author

Listed:
  • Yong Zeng

    (State Key Laboratory of Petroleum Resource and Prospecting, College of Geosciences, China Petroleum University, Beijing 102249, China)

  • Yanpeng Cai

    (State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, Beijing 100875, China
    CSEE-Environment Canada, Regina, S4S 0A2, Canada)

  • Guohe Huang

    (Faculty of Engineering and Applied Science, University of Regina, Regina, S4S 0A2, Canada)

  • Jing Dai

    (State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, Beijing 100875, China)

Abstract

Energy is crucial in supporting people’s daily lives and the continual quest for human development. Due to the associated complexities and uncertainties, decision makers and planners are facing increased pressure to respond more effectively to a number of energy-related issues and conflicts, as well as GHG emission mitigation within the multiple scales of energy management systems (EMSs). This quandary requires a focused effort to resolve a wide range of issues related to EMSs, as well as the associated economic and environmental implications. Effective systems analysis approaches under uncertainty to successfully address interactions, complexities, uncertainties, and changing conditions associated with EMSs is desired, which require a systematic investigation of the current studies on energy systems. Systems analysis and optimization modeling for low-carbon energy systems planning with the consideration of GHG emission reduction under uncertainty is thus comprehensively reviewed in this paper. A number of related methodologies and applications related to: (a) optimization modeling of GHG emission mitigation; (b) optimization modeling of energy systems planning under uncertainty; and (c) model-based decision support tools are examined. Perspectives of effective management schemes are investigated, demonstrating many demanding areas for enhanced research efforts, which include issues of data availability and reliability, concerns in uncertainty, necessity of post-modeling analysis, and usefulness of development of simulation techniques.

Suggested Citation

  • Yong Zeng & Yanpeng Cai & Guohe Huang & Jing Dai, 2011. "A Review on Optimization Modeling of Energy Systems Planning and GHG Emission Mitigation under Uncertainty," Energies, MDPI, vol. 4(10), pages 1-33, October.
    • Handle: RePEc:gam:jeners:v:4:y:2011:i:10:p:1624-1656:d:14459
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/4/10/1624/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1996-1073/4/10/1624/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Chen, B. & Chen, G.Q. & Yang, Z.F. & Jiang, M.M., 2007. "Ecological footprint accounting for energy and resource in China," Energy Policy, Elsevier, vol. 35(3), pages 1599-1609, March.
    2. Leledakis, K. & Goumas, T. & Samouilidis, J.-E., 1987. "Soft energy sources in regional energy systems: The case of the Cyclades," Energy, Elsevier, vol. 12(12), pages 1329-1332.
    3. Kanudia, Amit & Shukla, PR, 1998. "Modelling of Uncertainties and Price Elastic Demands in Energy-environment Planning for India," Omega, Elsevier, vol. 26(3), pages 409-423, June.
    4. R. E. Bellman & L. A. Zadeh, 1970. "Decision-Making in a Fuzzy Environment," Management Science, INFORMS, vol. 17(4), pages 141-164, December.
    5. Dong, C. & Huang, G.H. & Cai, Y.P. & Xu, Y., 2011. "An interval-parameter minimax regret programming approach for power management systems planning under uncertainty," Applied Energy, Elsevier, vol. 88(8), pages 2835-2845, August.
    6. Martinsen, Dag & Krey, Volker, 2008. "Compromises in energy policy--Using fuzzy optimization in an energy systems model," Energy Policy, Elsevier, vol. 36(8), pages 2973-2984, August.
    7. Berger, C. & Fuller, D. & Haurie, A. & Loulou, R. & Luthra, D. & Waaub, J.-P., 1990. "Modelling energy use in the mineral processing industries of Ontario with MARKAL-Ontario," Energy, Elsevier, vol. 15(9), pages 741-758.
    8. Kadian, Rashmi & Dahiya, R.P. & Garg, H.P., 2007. "Energy-related emissions and mitigation opportunities from the household sector in Delhi," Energy Policy, Elsevier, vol. 35(12), pages 6195-6211, December.
    9. Li, Y.P. & Huang, G.H. & Chen, X., 2011. "An interval-valued minimax-regret analysis approach for the identification of optimal greenhouse-gas abatement strategies under uncertainty," Energy Policy, Elsevier, vol. 39(7), pages 4313-4324, July.
    10. Babu, C.A. & Ashok, S., 2009. "Optimal utilization of renewable energy-based IPPs for industrial load management," Renewable Energy, Elsevier, vol. 34(11), pages 2455-2460.
    11. Contaldi, Mario & Gracceva, Francesco & Tosato, Giancarlo, 2007. "Evaluation of green-certificates policies using the MARKAL-MACRO-Italy model," Energy Policy, Elsevier, vol. 35(2), pages 797-808, February.
    12. Yue, Cheng-Dar & Yang, Grant Gwo-Liang, 2007. "Decision support system for exploiting local renewable energy sources: A case study of the Chigu area of southwestern Taiwan," Energy Policy, Elsevier, vol. 35(1), pages 383-394, January.
    13. Pietrapertosa, F. & Cosmi, C. & Macchiato, M. & Marmo, G. & Salvia, M., 2003. "Comprehensive modelling for approaching the Kyoto targets on a local scale," Renewable and Sustainable Energy Reviews, Elsevier, vol. 7(3), pages 249-270, June.
    14. Massoud Amin, S. & Gellings, Clark W., 2006. "The North American power delivery system: Balancing market restructuring and environmental economics with infrastructure security," Energy, Elsevier, vol. 31(6), pages 967-999.
    15. Kannan, R., 2009. "Uncertainties in key low carbon power generation technologies - Implication for UK decarbonisation targets," Applied Energy, Elsevier, vol. 86(10), pages 1873-1886, October.
    16. Kahane, Adam, 1991. "New perspectives for energy efficiency and system optimization," Energy Policy, Elsevier, vol. 19(3), pages 199-201, April.
    17. Ryden, B. & Johnsson, J. & Wene, C. -O., 1993. "CHP production in integrated energy systems examples from five Swedish communities," Energy Policy, Elsevier, vol. 21(2), pages 176-190, February.
    18. Samouilidis, J-Emmanuel & Psarras, J & Papaconstantinou, DV, 1984. "Electricity planning vs energy planning: A modelling approach," Omega, Elsevier, vol. 12(4), pages 341-346.
    19. Groscurth, H.-M. & Kress, K.-P., 1998. "Fuzzy data compression for energy optimization models," Energy, Elsevier, vol. 23(1), pages 1-9.
    20. Lootsma, F. A. & Meisner, J. & Schellemans, F., 1986. "Multi-criteria decision analysis as an aid to the strategic planning of Energy R&D," European Journal of Operational Research, Elsevier, vol. 25(2), pages 216-234, May.
    21. Li, G.C. & Huang, G.H. & Lin, Q.G. & Zhang, X.D. & Tan, Q. & Chen, Y.M., 2011. "Development of a GHG-mitigation oriented inexact dynamic model for regional energy system management," Energy, Elsevier, vol. 36(5), pages 3388-3398.
    22. Rong, Aiying & Lahdelma, Risto, 2008. "Fuzzy chance constrained linear programming model for optimizing the scrap charge in steel production," European Journal of Operational Research, Elsevier, vol. 186(3), pages 953-964, May.
    23. Zouros, N. & Contaxis, G. C. & Kabouris, J., 2005. "Decision support tool to evaluate alternative policies regulating wind integration into autonomous energy systems," Energy Policy, Elsevier, vol. 33(12), pages 1541-1555, August.
    24. Unger, Thomas & Ahlgren, Erik O., 2005. "Impacts of a common green certificate market on electricity and CO2-emission markets in the Nordic countries," Energy Policy, Elsevier, vol. 33(16), pages 2152-2163, November.
    25. Smekens-Ramirez Morales, Koen E. L., 2004. "Response from a MARKAL technology model to the EMF scenario assumptions," Energy Economics, Elsevier, vol. 26(4), pages 655-674, July.
    26. Richard Green, 2005. "Electricity and Markets," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 21(1), pages 67-87, Spring.
    27. Sadeghi, Mehdi & Mirshojaeian Hosseini, Hossein, 2006. "Energy supply planning in Iran by using fuzzy linear programming approach (regarding uncertainties of investment costs)," Energy Policy, Elsevier, vol. 34(9), pages 993-1003, June.
    28. Cai, Y.P. & Huang, G.H. & Tan, Q. & Yang, Z.F., 2009. "Planning of community-scale renewable energy management systems in a mixed stochastic and fuzzy environment," Renewable Energy, Elsevier, vol. 34(7), pages 1833-1847.
    29. Kanudia, Amit & Loulou, Richard, 1998. "Robust responses to climate change via stochastic MARKAL: The case of Quebec," European Journal of Operational Research, Elsevier, vol. 106(1), pages 15-30, April.
    30. Van der Voort, E, 1982. "The EFOM 12C energy supply model within the EC modelling system," Omega, Elsevier, vol. 10(5), pages 507-523.
    31. Ichinohe, Masayuki & Endo, Eiichi, 2006. "Analysis of the vehicle mix in the passenger-car sector in Japan for CO2 emissions reduction by a MARKAL model," Applied Energy, Elsevier, vol. 83(10), pages 1047-1061, October.
    32. Cai, Y.P. & Huang, G.H. & Yang, Z.F. & Lin, Q.G. & Tan, Q., 2009. "Community-scale renewable energy systems planning under uncertainty--An interval chance-constrained programming approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(4), pages 721-735, May.
    33. Huang, G. H. & Baetz, B. W. & Patry, G. G., 1995. "Grey fuzzy integer programming: An application to regional waste management planning under uncertainty," Socio-Economic Planning Sciences, Elsevier, vol. 29(1), pages 17-38, March.
    34. Drozdz, M., 2003. "An optimisation model of geothermal-energy conversion," Applied Energy, Elsevier, vol. 74(1-2), pages 75-84, January.
    35. Yeung, David & Hartwick, John M., 1988. "Interest rate and output price uncertainty and industry equilibrium for non-renewable resource extracting firms," Resources and Energy, Elsevier, vol. 10(1), pages 1-14, March.
    36. Goumas, M. G. & Lygerou, V. A. & Papayannakis, L. E., 1999. "Computational methods for planning and evaluating geothermal energy projects," Energy Policy, Elsevier, vol. 27(3), pages 147-154, March.
    37. Dufo-López, Rodolfo & Bernal-Agustín, José L. & Contreras, Javier, 2007. "Optimization of control strategies for stand-alone renewable energy systems with hydrogen storage," Renewable Energy, Elsevier, vol. 32(7), pages 1102-1126.
    38. Vaillancourt, Kathleen & Labriet, Maryse & Loulou, Richard & Waaub, Jean-Philippe, 2008. "The role of nuclear energy in long-term climate scenarios: An analysis with the World-TIMES model," Energy Policy, Elsevier, vol. 36(7), pages 2296-2307, July.
    39. 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.
    40. Akella, A.K. & Sharma, M.P. & Saini, R.P., 2007. "Optimum utilization of renewable energy sources in a remote area," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(5), pages 894-908, June.
    41. Dalton, G.J. & Lockington, D.A. & Baldock, T.E., 2008. "Feasibility analysis of stand-alone renewable energy supply options for a large hotel," Renewable Energy, Elsevier, vol. 33(7), pages 1475-1490.
    42. Dalton, G.J. & Lockington, D.A. & Baldock, T.E., 2009. "Feasibility analysis of renewable energy supply options for a grid-connected large hotel," Renewable Energy, Elsevier, vol. 34(4), pages 955-964.
    43. Gielen, Dolf & Changhong, Chen, 2001. "The CO2 emission reduction benefits of Chinese energy policies and environmental policies:: A case study for Shanghai, period 1995-2020," Ecological Economics, Elsevier, vol. 39(2), pages 257-270, November.
    44. Dalton, G.J. & Lockington, D.A. & Baldock, T.E., 2009. "Case study feasibility analysis of renewable energy supply options for small to medium-sized tourist accommodations," Renewable Energy, Elsevier, vol. 34(4), pages 1134-1144.
    45. Jiang, BinBin & Wenying, Chen & Yuefeng, Yu & Lemin, Zeng & Victor, David, 2008. "The future of natural gas consumption in Beijing, Guangdong and Shanghai: An assessment utilizing MARKAL," Energy Policy, Elsevier, vol. 36(9), pages 3286-3299, September.
    46. Kannan, Ramachandran & Strachan, Neil, 2009. "Modelling the UK residential energy sector under long-term decarbonisation scenarios: Comparison between energy systems and sectoral modelling approaches," Applied Energy, Elsevier, vol. 86(4), pages 416-428, April.
    47. Craig, Paul P. & Levine, Mark D. & Mass, James, 1980. "Uncertainty—an argument for more stringent energy conservation," Energy, Elsevier, vol. 5(10), pages 1073-1083.
    48. Bitar, Sandro D.B. & da Costa Junior, Carlos T. & Barreiros, José A.L. & Neto, João C. do L., 2009. "Expansion of isolated electrical systems in the Amazon: An approach using fuzzy multi-objective mathematical programming," Energy Policy, Elsevier, vol. 37(10), pages 3899-3905, October.
    49. van Groenendaal, W.J.H., 2003. "Group decision support for public policy planning," Other publications TiSEM eecbe70b-1ce7-4885-903f-6, Tilburg University, School of Economics and Management.
    50. Frombo, Francesco & Minciardi, Riccardo & Robba, Michela & Sacile, Roberto, 2009. "A decision support system for planning biomass-based energy production," Energy, Elsevier, vol. 34(3), pages 362-369.
    51. Mavrotas, George & Diakoulaki, Danae & Florios, Kostas & Georgiou, Paraskevas, 2008. "A mathematical programming framework for energy planning in services' sector buildings under uncertainty in load demand: The case of a hospital in Athens," Energy Policy, Elsevier, vol. 36(7), pages 2415-2429, July.
    52. Alidi, Abdulaziz S., 1988. "An optimization model for the utilization of wood residues as an energy source," Resources and Energy, Elsevier, vol. 10(1), pages 79-94, March.
    53. Rafaj, Peter & Kypreos, Socrates, 2007. "Internalisation of external cost in the power generation sector: Analysis with Global Multi-regional MARKAL model," Energy Policy, Elsevier, vol. 35(2), pages 828-843, February.
    54. Nkonoki, Simon R. & Lushiku, Elias, 1988. "Energy planning in Tanzania emerging trends in planning and research," Energy Policy, Elsevier, vol. 16(3), pages 280-291, June.
    55. Krey, Volker & Martinsen, Dag & Wagner, Hermann-Josef, 2007. "Effects of stochastic energy prices on long-term energy-economic scenarios," Energy, Elsevier, vol. 32(12), pages 2340-2349.
    56. Papagiannis, G. & Dagoumas, A. & Lettas, N. & Dokopoulos, P., 2008. "Economic and environmental impacts from the implementation of an intelligent demand side management system at the European level," Energy Policy, Elsevier, vol. 36(1), pages 163-180, January.
    57. Schulz, Thorsten F. & Barreto, Leonardo & Kypreos, Socrates & Stucki, Samuel, 2007. "Assessing wood-based synthetic natural gas technologies using the SWISS-MARKAL model," Energy, Elsevier, vol. 32(10), pages 1948-1959.
    58. Inuiguchi, Masahiro & Sakawa, Masatoshi & Kume, Yasufumi, 1994. "The usefulness of possibilistic programming in production planning problems," International Journal of Production Economics, Elsevier, vol. 33(1-3), pages 45-52, January.
    59. Cai, Y.P. & Huang, G.H. & Yang, Z.F. & Tan, Q., 2009. "Identification of optimal strategies for energy management systems planning under multiple uncertainties," Applied Energy, Elsevier, vol. 86(4), pages 480-495, April.
    60. Chicco, Gianfranco & Mancarella, Pierluigi, 2009. "Matrix modelling of small-scale trigeneration systems and application to operational optimization," Energy, Elsevier, vol. 34(3), pages 261-273.
    61. Howells, M. I. & Alfstad, T. & Victor, D. G. & Goldstein, G. & Remme, U., 2005. "A model of household energy services in a low-income rural African village," Energy Policy, Elsevier, vol. 33(14), pages 1833-1851, September.
    62. Luhanga, M.L. & Mwandosya, M.J. & Luteganya, P.R., 1993. "Optimization in computerized energy modelling for Tanzania," Energy, Elsevier, vol. 18(11), pages 1171-1179.
    63. Arán Carrión, J. & Espín Estrella, A. & Aznar Dols, F. & Zamorano Toro, M. & Rodríguez, M. & Ramos Ridao, A., 2008. "Environmental decision-support systems for evaluating the carrying capacity of land areas: Optimal site selection for grid-connected photovoltaic power plants," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(9), pages 2358-2380, December.
    64. Wene, C.-O., 1996. "Energy-economy analysis: Linking the macroeconomic and systems engineering approaches," Energy, Elsevier, vol. 21(9), pages 809-824.
    65. Suganthi, L. & Williams, A., 2000. "Renewable energy in India -- a modelling study for 2020-2021," Energy Policy, Elsevier, vol. 28(15), pages 1095-1109, December.
    66. Liu, Ben-Chieh & Tzeng, Gwo-Hshiung & Hsieh, Chang-Tzeh, 1992. "Energy planning and environmental quality management : A decision support system approach," Energy Economics, Elsevier, vol. 14(4), pages 302-307, October.
    67. A. Charnes & W. W. Cooper, 1983. "Response to "Decision Problems Under Risk and Chance Constrained Programming: Dilemmas in the Transition"," Management Science, INFORMS, vol. 29(6), pages 750-753, June.
    68. Huang, Guo H. & Baetz, Brian W. & Patry, Gilles G., 1995. "Grey integer programming: An application to waste management planning under uncertainty," European Journal of Operational Research, Elsevier, vol. 83(3), pages 594-620, June.
    69. Nakata, Toshihiko & Kubo, Kazuo & Lamont, Alan, 2005. "Design for renewable energy systems with application to rural areas in Japan," Energy Policy, Elsevier, vol. 33(2), pages 209-219, January.
    70. Iniyan, S & Suganthi, L & Jagadeesan, T.R & Samuel, Anand A, 2000. "Reliability based socio economic optimal renewable energy model for India," Renewable Energy, Elsevier, vol. 19(1), pages 291-297.
    71. El Bassam, N, 2001. "Renewable energy for rural communities," Renewable Energy, Elsevier, vol. 24(3), pages 401-408.
    72. Groscurth, H.-M. & Kümmel, R., 1989. "The cost of energy optimization: A thermoeconomic analysis of national energy system," Energy, Elsevier, vol. 14(11), pages 685-696.
    73. Cormio, C. & Dicorato, M. & Minoia, A. & Trovato, M., 2003. "A regional energy planning methodology including renewable energy sources and environmental constraints," Renewable and Sustainable Energy Reviews, Elsevier, vol. 7(2), pages 99-130, April.
    74. Niknam, Taher & Firouzi, Bahman Bahmani, 2009. "A practical algorithm for distribution state estimation including renewable energy sources," Renewable Energy, Elsevier, vol. 34(11), pages 2309-2316.
    75. Ramírez-Rosado, Ignacio J. & García-Garrido, Eduardo & Fernández-Jiménez, L. Alfredo & Zorzano-Santamaría, Pedro J. & Monteiro, Cláudio & Miranda, Vladimiro, 2008. "Promotion of new wind farms based on a decision support system," Renewable Energy, Elsevier, vol. 33(4), pages 558-566.
    76. Rong, Aiying & Lahdelma, Risto, 2007. "An effective heuristic for combined heat-and-power production planning with power ramp constraints," Applied Energy, Elsevier, vol. 84(3), pages 307-325, March.
    77. Gopalakrishnan Nair, K & Thyagarajan, K & Geetha Kumari, B, 1999. "Optimization studies on integrated wind energy systems," Renewable Energy, Elsevier, vol. 16(1), pages 940-943.
    78. R. Jagannathan & M. R. Rao, 1973. "Technical Note—A Class of Nonlinear Chance-Constrained Programming Models with Joint Constraints," Operations Research, INFORMS, vol. 21(1), pages 360-364, February.
    79. Sharma, A. & Chiu, H.H. & Ahrens, F.W. & Ahluwalia, R.K. & Ragsdell, K.M., 1979. "Design of optimum compressed air energy-storage systems," Energy, Elsevier, vol. 4(2), pages 201-216.
    80. Nguyen, Khanh Q., 2008. "Internalizing externalities into capacity expansion planning: The case of electricity in Vietnam," Energy, Elsevier, vol. 33(5), pages 740-746.
    81. Cosmi, C. & Macchiato, M. & Mangiamele, L. & Marmo, G. & Pietrapertosa, F. & Salvia, M., 2003. "Environmental and economic effects of renewable energy sources use on a local case study," Energy Policy, Elsevier, vol. 31(5), pages 443-457, April.
    82. Beck, Jessica & Kempener, Ruud & Cohen, Brett & Petrie, Jim, 2008. "A complex systems approach to planning, optimization and decision making for energy networks," Energy Policy, Elsevier, vol. 36(8), pages 2803-2813, August.
    83. Watcharejyothin, Mayurachat & Shrestha, Ram M., 2009. "Effects of cross-border power trade between Laos and Thailand: Energy security and environmental implications," Energy Policy, Elsevier, vol. 37(5), pages 1782-1792, May.
    84. Krukanont, Pongsak & Tezuka, Tetsuo, 2007. "Implications of capacity expansion under uncertainty and value of information: The near-term energy planning of Japan," Energy, Elsevier, vol. 32(10), pages 1809-1824.
    85. Henning, Dag & Amiri, Shahnaz & Holmgren, Kristina, 2006. "Modelling and optimisation of electricity, steam and district heating production for a local Swedish utility," European Journal of Operational Research, Elsevier, vol. 175(2), pages 1224-1247, December.
    86. Chen, B. & Chen, G.Q., 2006. "Exergy analysis for resource conversion of the Chinese Society 1993 under the material product system," Energy, Elsevier, vol. 31(8), pages 1115-1150.
    87. Deshmukh, M.K. & Deshmukh, S.S., 2008. "Modeling of hybrid renewable energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(1), pages 235-249, January.
    88. Pena-Taveras, M.S. & Cambel, A.B., 1989. "Nonlinear, stochastic model for energy investment in manufacturing," Energy, Elsevier, vol. 14(7), pages 421-433.
    89. Georgopoulou, E. & Sarafidis, Y. & Diakoulaki, D., 1998. "Design and implementation of a group DSS for sustaining renewable energies exploitation," European Journal of Operational Research, Elsevier, vol. 109(2), pages 483-500, September.
    90. Koroneos, C. & Michailidis, M. & Moussiopoulos, N., 2004. "Multi-objective optimization in energy systems: the case study of Lesvos Island, Greece," Renewable and Sustainable Energy Reviews, Elsevier, vol. 8(1), pages 91-100, February.
    91. Bose, Ranjan K. & Anandalingam, G., 1996. "Sustainable urban energy-environment management with multiple objectives," Energy, Elsevier, vol. 21(4), pages 305-318.
    92. Islam, Sardar M. N., 1995. "The role of renewable energy in the energy system : An issue in the philosophy of renewal of natural resources," Energy Economics, Elsevier, vol. 17(2), pages 117-124, April.
    93. Changhong, Chen & Bingyan, Wang & Qingyan, Fu & Green, Collin & Streets, David G., 2006. "Reductions in emissions of local air pollutants and co-benefits of Chinese energy policy: a Shanghai case study," Energy Policy, Elsevier, vol. 34(6), pages 754-762, April.
    94. Islam, Sardar M.N., 1997. "Sustainable economic developments in the australian energy sector: Findings of the australian energy planning system optimization model (AEPSOM)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 1(3), pages 229-238, September.
    95. Chen, Wenying & Wu, Zongxin & He, Jiankun & Gao, Pengfei & Xu, Shaofeng, 2007. "Carbon emission control strategies for China: A comparative study with partial and general equilibrium versions of the China MARKAL model," Energy, Elsevier, vol. 32(1), pages 59-72.
    96. Monteiro Alves, Luis M & Lopes Costa, Anildo & da Graça Carvalho, Maria, 2000. "Analysis of potential for market penetration of renewable energy technologies in peripheral islands," Renewable Energy, Elsevier, vol. 19(1), pages 311-317.
    97. Schulz, Volkhard & Stehfest, Harald, 1984. "Regional energy supply optimization with multiple objectives," European Journal of Operational Research, Elsevier, vol. 17(3), pages 302-312, September.
    98. Salvia, M. & Pietrapertosa, F. & Cosmi, C. & Cuomo, V. & Macchiato, M., 2004. "Approaching the Kyoto targets: a case study for Basilicata region (Italy)," Renewable and Sustainable Energy Reviews, Elsevier, vol. 8(1), pages 73-90, February.
    99. Stein W. Wallace & Stein-Erik Fleten, 2002. "Stochastic programming in energy," GE, Growth, Math methods 0201001, University Library of Munich, Germany, revised 13 Nov 2003.
    100. Morais, Hugo & Kádár, Péter & Faria, Pedro & Vale, Zita A. & Khodr, H.M., 2010. "Optimal scheduling of a renewable micro-grid in an isolated load area using mixed-integer linear programming," Renewable Energy, Elsevier, vol. 35(1), pages 151-156.
    101. Riaz, T., 1981. "Energy policy formulation for Pakistan : An optimization approach," Energy Economics, Elsevier, vol. 3(3), pages 191-197, July.
    102. Cherni, Judith A. & Dyner, Isaac & Henao, Felipe & Jaramillo, Patricia & Smith, Ricardo & Font, Raul Olalde, 2007. "Energy supply for sustainable rural livelihoods. A multi-criteria decision-support system," Energy Policy, Elsevier, vol. 35(3), pages 1493-1504, March.
    103. Nguyen, Khanh Q., 2007. "Wind energy in Vietnam: Resource assessment, development status and future implications," Energy Policy, Elsevier, vol. 35(2), pages 1405-1413, February.
    104. Yasumasa Fujii & Kenji Yamaji, 1998. "Assessment of technological options in the global energy system for limiting the atmospheric CO 2 concentration," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 1(2), pages 113-139, December.
    105. Wene, Clas-Otto & Ryden, Bo, 1988. "A comprehensive energy model in the municipal energy planning process," European Journal of Operational Research, Elsevier, vol. 33(2), pages 212-222, January.
    106. Held, Hermann & Kriegler, Elmar & Lessmann, Kai & Edenhofer, Ottmar, 2009. "Efficient climate policies under technology and climate uncertainty," Energy Economics, Elsevier, vol. 31(Supplemen), pages 50-61.
    107. W W Cooper & H Deng & Z Huang & S X Li, 2002. "Chance constrained programming approaches to technical efficiencies and inefficiencies in stochastic data envelopment analysis," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(12), pages 1347-1356, December.
    108. Xiao, Wei & Wang, Xin & Zhang, Yinping, 2009. "Analytical optimization of interior PCM for energy storage in a lightweight passive solar room," Applied Energy, Elsevier, vol. 86(10), pages 2013-2018, October.
    109. Voivontas, D. & Assimacopoulos, D. & Mourelatos, A. & Corominas, J., 1998. "Evaluation of Renewable Energy potential using a GIS decision support system," Renewable Energy, Elsevier, vol. 13(3), pages 333-344.
    110. Borges, Ana Rosa & Antunes, Carlos Henggeler, 2003. "A fuzzy multiple objective decision support model for energy-economy planning," European Journal of Operational Research, Elsevier, vol. 145(2), pages 304-316, March.
    111. Bujak, Janusz, 2009. "Optimal control of energy losses in multi-boiler steam systems," Energy, Elsevier, vol. 34(9), pages 1260-1270.
    112. Turton, Hal & Barreto, Leonardo, 2006. "Long-term security of energy supply and climate change," Energy Policy, Elsevier, vol. 34(15), pages 2232-2250, October.
    113. Clarke, J.A. & Grant, A.D., 1996. "Planning support tools for the integration of renewable energy at the regional level," Renewable Energy, Elsevier, vol. 9(1), pages 1090-1093.
    114. Jaccard, Mark & Loulou, Richard & Kanudia, Amit & Nyboer, John & Bailie, Alison & Labriet, Maryse, 2003. "Methodological contrasts in costing greenhouse gas abatement policies: Optimization and simulation modeling of micro-economic effects in Canada," European Journal of Operational Research, Elsevier, vol. 145(1), pages 148-164, February.
    115. Patlitzianas, Konstantinos D. & Pappa, Anna & Psarras, John, 2008. "An information decision support system towards the formulation of a modern energy companies' environment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(3), pages 790-806, April.
    116. Mařík, Karel & Schindler, Zdenek & Stluka, Petr, 2008. "Decision support tools for advanced energy management," Energy, Elsevier, vol. 33(6), pages 858-873.
    117. Schafer, Andreas & Jacoby, Henry D., 2006. "Vehicle technology under CO2 constraint: a general equilibrium analysis," Energy Policy, Elsevier, vol. 34(9), pages 975-985, June.
    118. Grohnheit, Poul Erik & Gram Mortensen, Bent Ole, 2003. "Competition in the market for space heating. District heating as the infrastructure for competition among fuels and technologies," Energy Policy, Elsevier, vol. 31(9), pages 817-826, July.
    119. Tiris, Mustafa & Atagunduz, Gurbuz & Dincer, Ibrahim, 1994. "Energy, economy and environment modelling: Applications for Turkey," Energy, Elsevier, vol. 19(9), pages 1005-1009.
    120. Chen, M. J. & Huang, G. H., 2001. "A derivative algorithm for inexact quadratic program - application to environmental decision-making under uncertainty," European Journal of Operational Research, Elsevier, vol. 128(3), pages 570-586, February.
    121. Kram, Tom & Hill, Douglas, 1996. "A multinational model for CO2 reduction : Defining boundaries of future CO2 emissions in nine countries," Energy Policy, Elsevier, vol. 24(1), pages 39-51, January.
    122. Sanders, I. & Batty, W. J. & Probert, S. D. & Hagino, K. & Aida, S., 1993. "Supply of, and demand for, a resource: Fuzzy logistical optimisation technique," Applied Energy, Elsevier, vol. 46(4), pages 285-302.
    123. Akisawa, A & Kang, Y.T & Shimazaki, Y & Kashiwagi, T, 1999. "Environmentally friendly energy system models using material circulation and energy cascade—the optimization work," Energy, Elsevier, vol. 24(7), pages 561-578.
    124. Khella, Anwar Farid Agaybi, 1997. "Egypt : Energy planning policies with environmental considerations," Energy Policy, Elsevier, vol. 25(1), pages 105-115, January.
    125. Dimopoulos, George G. & Frangopoulos, Christos A., 2008. "Optimization of energy systems based on Evolutionary and Social metaphors," Energy, Elsevier, vol. 33(2), pages 171-179.
    126. Mathur, Jyotirmay & Bansal, Narendra Kumar & Wagner, Hermann. -Joseph, 2003. "Investigation of greenhouse gas reduction potential and change in technological selection in Indian power sector," Energy Policy, Elsevier, vol. 31(12), pages 1235-1244, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Cai, Y.P. & Huang, G.H. & Yang, Z.F. & Tan, Q., 2009. "Identification of optimal strategies for energy management systems planning under multiple uncertainties," Applied Energy, Elsevier, vol. 86(4), pages 480-495, April.
    2. Liu, Y. & Huang, G.H. & Cai, Y.P. & Cheng, G.H. & Niu, Y.T. & An, K., 2009. "Development of an inexact optimization model for coupled coal and power management in North China," Energy Policy, Elsevier, vol. 37(11), pages 4345-4363, November.
    3. Cai, Y.P. & Huang, G.H. & Yang, Z.F. & Lin, Q.G. & Tan, Q., 2009. "Community-scale renewable energy systems planning under uncertainty--An interval chance-constrained programming approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(4), pages 721-735, May.
    4. Dong, C. & Huang, G.H. & Cai, Y.P. & Liu, Y., 2012. "An inexact optimization modeling approach for supporting energy systems planning and air pollution mitigation in Beijing city," Energy, Elsevier, vol. 37(1), pages 673-688.
    5. Chen, C. & Li, Y.P. & Huang, G.H., 2016. "Interval-fuzzy municipal-scale energy model for identification of optimal strategies for energy management – A case study of Tianjin, China," Renewable Energy, Elsevier, vol. 86(C), pages 1161-1177.
    6. Ye Liu & Guohe Huang & Yanpeng Cai & Cong Dong, 2011. "An Inexact Mix-Integer Two-Stage Linear Programming Model for Supporting the Management of a Low-Carbon Energy System in China," Energies, MDPI, vol. 4(10), pages 1-30, October.
    7. Zhou, Xiong & Huang, Guohe & Zhu, Hua & Chen, Jiapei & Xu, Jinliang, 2015. "Chance-constrained two-stage fractional optimization for planning regional energy systems in British Columbia, Canada," Applied Energy, Elsevier, vol. 154(C), pages 663-677.
    8. Zhou, P. & Ang, B.W. & Poh, K.L., 2006. "Decision analysis in energy and environmental modeling: An update," Energy, Elsevier, vol. 31(14), pages 2604-2622.
    9. Dong, C. & Huang, G.H. & Cai, Y.P. & Xu, Y., 2011. "An interval-parameter minimax regret programming approach for power management systems planning under uncertainty," Applied Energy, Elsevier, vol. 88(8), pages 2835-2845, August.
    10. Suganthi, L. & Samuel, Anand A., 2012. "Energy models for demand forecasting—A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(2), pages 1223-1240.
    11. Anandarajah, Gabrial & Strachan, Neil, 2010. "Interactions and implications of renewable and climate change policy on UK energy scenarios," Energy Policy, Elsevier, vol. 38(11), pages 6724-6735, November.
    12. Li, Y.F. & Li, Y.P. & Huang, G.H. & Chen, X., 2010. "Energy and environmental systems planning under uncertainty--An inexact fuzzy-stochastic programming approach," Applied Energy, Elsevier, vol. 87(10), pages 3189-3211, October.
    13. Dong, Cong & Huang, Guohe & Cai, Yanpeng & Li, Wei & Cheng, Guanhui, 2014. "Fuzzy interval programming for energy and environmental systems management under constraint-violation and energy-substitution effects: A case study for the City of Beijing," Energy Economics, Elsevier, vol. 46(C), pages 375-394.
    14. Li, Y.P. & Huang, G.H. & Chen, X., 2011. "An interval-valued minimax-regret analysis approach for the identification of optimal greenhouse-gas abatement strategies under uncertainty," Energy Policy, Elsevier, vol. 39(7), pages 4313-4324, July.
    15. Arnette, Andrew & Zobel, Christopher W., 2012. "An optimization model for regional renewable energy development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(7), pages 4606-4615.
    16. Kayakutlu, Gulgun & Daim, Tugrul & Kunt, Meltem & Altay, Ayca & Suharto, Yulianto, 2017. "Scenarios for regional waste management," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 1323-1335.
    17. Sarica, Kemal & Tyner, Wallace E., 2013. "Alternative policy impacts on US GHG emissions and energy security: A hybrid modeling approach," Energy Economics, Elsevier, vol. 40(C), pages 40-50.
    18. 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.
    19. Anandarajah, Gabrial & Gambhir, Ajay, 2014. "India’s CO2 emission pathways to 2050: What role can renewables play?," Applied Energy, Elsevier, vol. 131(C), pages 79-86.
    20. Chen, Yizhong & Lu, Hongwei & Li, Jing & Huang, Guohe & He, Li, 2016. "Regional planning of new-energy systems within multi-period and multi-option contexts: A case study of Fengtai, Beijing, China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 356-372.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jeners:v:4:y:2011:i:10:p:1624-1656:d:14459. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.