Sustainable energy planning for power generation with renewables requires a multidimensional approach since it directly impacts several sectors such as the national grid, the environment, and the economy. This paper suggests an intelligent decision based on a combination of the Analytical Hierarchy Process and Artificial Neural Networks to assist policymakers in evaluating future renewable energy investments for power generation. A case study of Bahrain 's power system is used to illustrate the usefulness of the proposed planning approach and also to discuss its efficiency. The Analytical Hierarchy Process model outcomes revealed that wind turbines are the most appropriate technology for Bahrain with 32.5 % priority, followed by PV and CSP with 32.2 % and 16.3 %, respectively. Then, the Artificial Neural Networks model was structured based on the generated scenarios from the Analytical Hierarchy Process model, and it reached its best performance after 384 cycles. The integrated approach overcomes some of the Analytical Hierarchy Process 's limitations and provides an intelligent tool for advanced assessment of a sustainable power system.
机构:
Univ Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, SpainUniv Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, Spain
Lumbreras, Sara
David Gomez, Jesus
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Univ Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, SpainUniv Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, Spain
David Gomez, Jesus
Francisco Alvarez, Erik
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Univ Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, SpainUniv Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, Spain
Francisco Alvarez, Erik
Huclin, Sebastien
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Basque Ctr Climate Change BC3, Sede Bldg 1,1st Floor,Sci Campus, Leioa 48940, SpainUniv Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, Spain
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Syal, M.
Duah, D.
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Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Duah, D.
Samuel, S.
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机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Soc Environmentally Responsible Facil, E Lansing, MI 48823 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Samuel, S.
Mazor, M.
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DOW Chem, DOW Bldg Grp, Midland, MI 48667 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Mazor, M.
Mo, Y.
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h-index: 0
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Carnegie Mellon Univ, Dept Architecture, Pittsburgh, PA 15289 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Mo, Y.
Cyr, T.
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h-index: 0
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
DPR Construct, Los Angeles, CA 92660 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
机构:
Univ Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, SpainUniv Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, Spain
Lumbreras, Sara
David Gomez, Jesus
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h-index: 0
机构:
Univ Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, SpainUniv Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, Spain
David Gomez, Jesus
Francisco Alvarez, Erik
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h-index: 0
机构:
Univ Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, SpainUniv Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, Spain
Francisco Alvarez, Erik
Huclin, Sebastien
论文数: 0引用数: 0
h-index: 0
机构:
Basque Ctr Climate Change BC3, Sede Bldg 1,1st Floor,Sci Campus, Leioa 48940, SpainUniv Pontificia Comillas, ICAI Sch Engn, Inst Res Technol, Santa Cruz De Marcenado 26, Madrid 28015, Spain
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Syal, M.
Duah, D.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Duah, D.
Samuel, S.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Soc Environmentally Responsible Facil, E Lansing, MI 48823 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Samuel, S.
Mazor, M.
论文数: 0引用数: 0
h-index: 0
机构:
DOW Chem, DOW Bldg Grp, Midland, MI 48667 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Mazor, M.
Mo, Y.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Carnegie Mellon Univ, Dept Architecture, Pittsburgh, PA 15289 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
Mo, Y.
Cyr, T.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA
DPR Construct, Los Angeles, CA 92660 USAMichigan State Univ, Sch Planning Design & Construct, E Lansing, MI 48824 USA