A two-stage approach for combined heat and power economic emission dispatch: Combining multi-objective optimization with integrated decision making
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作者:
Li, Yang
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Northeast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R China
Argonne Natl Lab, Div Energy Syst, Lemont, IL 60439 USANortheast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R China
Li, Yang
[1
,2
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Wang, Jinlong
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Northeast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R China
Wang, Jinlong
[1
]
Zhao, Dongbo
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Argonne Natl Lab, Div Energy Syst, Lemont, IL 60439 USANortheast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R China
Zhao, Dongbo
[2
]
Li, Guoqing
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Northeast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R China
Li, Guoqing
[1
]
Chen, Chen
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Argonne Natl Lab, Div Energy Syst, Lemont, IL 60439 USANortheast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R China
Chen, Chen
[2
]
机构:
[1] Northeast Elect Power Univ, Sch Elect Engn, Jilin 132012, Jilin, Peoples R China
[2] Argonne Natl Lab, Div Energy Syst, Lemont, IL 60439 USA
To address the problem of combined heat and power economic emission dispatch (CHPEED), a two-stage approach is proposed by combining multi-objective optimization (MOO) with integrated decision making (IDM). First, a practical CHPEED model is built by taking into account power transmission losses and the valve-point loading effects. To solve this model, a two-stage methodology is thereafter proposed. The first stage of this approach relies on the use of a powerful multi-objective evolutionary algorithm, called theta-dominance based evolutionary algorithm (theta-DEA), to find multiple Pareto-optimal solutions of the model. Through fuzzy c-means (FCM) clustering, the second stage separates the obtained Pareto-optimal solutions into different clusters and thereupon identifies the best compromise solutions (BCSs) by assessing the relative projections of the solutions belonging to the same cluster using grey relation projection (GRP). The novelty of this work is in the incorporation of an IDM technique FCM-GRP into CHPEED to automatically determine the BCSs that represent decision makers' different, even conflicting, preferences. The simulation results on three test cases with varied complexity levels verify the effectiveness and superiority of the proposed approach. (C) 2018 Elsevier Ltd. All rights reserved.
机构:
China Univ Min & Technol, Sch Informat & Elect Engn, Xunzhou, Peoples R ChinaChina Univ Min & Technol, Sch Informat & Elect Engn, Xunzhou, Peoples R China
Gong, Dun-wei
Zhang, Yong
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China Univ Min & Technol, Sch Informat & Elect Engn, Xunzhou, Peoples R ChinaChina Univ Min & Technol, Sch Informat & Elect Engn, Xunzhou, Peoples R China
Zhang, Yong
Qi, Cheng-liang
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China Univ Min & Technol, Sch Informat & Elect Engn, Xunzhou, Peoples R ChinaChina Univ Min & Technol, Sch Informat & Elect Engn, Xunzhou, Peoples R China
机构:
S China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R ChinaS China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R China
Zheng, J. H.
Chen, J. J.
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S China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R ChinaS China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R China
Chen, J. J.
Wu, Q. H.
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S China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R China
Univ Liverpool, Dept Elect & Elect Engn, Liverpool L69 3GJ, Merseyside, EnglandS China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R China
Wu, Q. H.
Jing, Z. X.
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S China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R ChinaS China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Guangdong, Peoples R China
机构:
East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
Yang, Kangyuan
Wang, Qipeng
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East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
Wang, Qipeng
Zhao, Liang
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East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
East China Univ Sci & Technol, Engn Res Ctr Proc Syst Engn, Minist Educ, Shanghai 200237, Peoples R ChinaEast China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
机构:
Jubail Ind Coll, Dept Elect & Elect Engn Technol, Jubail Ind City, Saudi ArabiaJubail Ind Coll, Dept Elect & Elect Engn Technol, Jubail Ind City, Saudi Arabia
机构:
Department of Electrical and Electronics Engineering, Padmanava College of Engineering, RourkelaDepartment of Electrical and Electronics Engineering, Padmanava College of Engineering, Rourkela
Mishra S.K.
Mishra S.K.
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Department of Electrical and Electronics Engineering, Padmanava College of Engineering, RourkelaDepartment of Electrical and Electronics Engineering, Padmanava College of Engineering, Rourkela