In this paper a novel evolutionary algorithm for optimal positioning of wind turbines in wind farms is proposed. A realistic model for the wind farm is considered in the optimization process, which includes orography, shape of the wind farm, simulation of the wind speed and direction, and costs of installation, connection and road construction among wind turbines. Regarding the solution of the problem, this paper introduces a greedy heuristic algorithm which is able to obtain a reasonable initial solution for the problem. This heuristic is then used to seed the initial population of the evolutionary algorithm, improving its performance. It is shown that the proposed seeded evolutionary approach is able to obtain very good solutions to this problem, which maximize the economical benefit which can be obtained from the wind farm. (C) 2011 Elsevier Ltd. All rights reserved.
机构:
Univ Fed Rio Grande do Sul, Grad Program Civil Engn, Ave Osvaldo Aranha,99,3 Andar, BR-90050170 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Grad Program Mech Engn, Ave Sarmento Leite,425,2 Andar, BR-90050170 Porto Alegre, RS, Brazil
Cavalcanti, Matheus Beserra
Gomes, Herbert Martins
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Univ Fed Rio Grande do Sul, Grad Program Mech Engn, Ave Sarmento Leite,425,2 Andar, BR-90050170 Porto Alegre, RS, Brazil
Univ Fed Rio Grande do Sul, Grad Program Civil Engn, Ave Osvaldo Aranha,99,3 Andar, BR-90050170 Porto Alegre, RS, BrazilUniv Fed Rio Grande do Sul, Grad Program Mech Engn, Ave Sarmento Leite,425,2 Andar, BR-90050170 Porto Alegre, RS, Brazil
机构:
China Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R ChinaChina Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R China
Tian, Wenxin
Wei, Fulong
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Northeast Elect Power Univ, Sch Energy & Power Engn, Jilin 132011, Peoples R ChinaChina Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R China
Wei, Fulong
Zhao, Yuze
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Tianjin Univ, Sch Elect & Informat Engn, Tianjin 300072, Peoples R ChinaChina Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R China
Zhao, Yuze
Wan, Jiawei
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China Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R ChinaChina Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R China
Wan, Jiawei
Zhao, Xiuyong
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China Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R ChinaChina Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R China
Zhao, Xiuyong
Liu, Langtong
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Northeast Elect Power Univ, Sch Energy & Power Engn, Jilin 132011, Peoples R ChinaChina Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R China
Liu, Langtong
Zhang, Lidong
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Northeast Elect Power Univ, Sch Energy & Power Engn, Jilin 132011, Peoples R ChinaChina Energy Sci & Technol Res Inst Co Ltd, State Key Lab Low Carbon Smart Coal Fired Power Ge, Nanjing 210023, Peoples R China
机构:
Univ Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R ChinaUniv Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R China
Yang, Hao
Chen, Jian
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Univ Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R ChinaUniv Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R China
Chen, Jian
Zhang, Yu
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China Railway Rolling Stock Corp, Beijing 100036, Peoples R ChinaUniv Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R China
Zhang, Yu
Sun, Li
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Univ Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R ChinaUniv Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R China
Sun, Li
Li, Chun
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Univ Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R ChinaUniv Shanghai Sci & Technol, Sch Energy & Power Engn, Shanghai 200093, Peoples R China