Hydropower system operation;
Multi-objective optimization;
Genetic algorithm;
Parallel computing;
Constraint handling method;
Fork/join framework;
PARTICLE SWARM OPTIMIZATION;
HYDROTHERMAL ENERGY SYSTEM;
TERM OPTIMAL OPERATION;
DIFFERENTIAL EVOLUTION;
RULES;
MODEL;
STATIONS;
3-GORGE;
NETWORK;
D O I:
10.1016/j.energy.2018.04.075
中图分类号:
O414.1 [热力学];
学科分类号:
摘要:
Recently, with increasing attention paid to energy production and ecological protection, the hydropower reservoirs operation balancing generation benefit and ecological requirement is playing an important role in water resource and power systems. Thus, the parallel multi-objective genetic algorithm is introduced to effectively resolve this multi-objective constrained optimization problem with two competing objectives and numerous physical constraints. In the proposed method, the original large sized swarm is decomposed into several smaller subpopulations that will be simultaneously evolved on several computing units, effectively enhancing the execution efficiency and population diversity. During the evolutionary process, the chaotic initialization method is used to enhance the quality of initial population, while the feasible space identification method and the modified domination strategy are designed to improve the feasibility of solution and convergence rate of individuals. The results from the Wu hydropower system of China show that the presented method can make full use of computationally expensive resources to improve the performance of population. For instance, compared with the traditional method, the presented method can make 69.23% and 27.44% improvements in the standard deviation of power generation and water deficit in normal year, respectively. Thus, this paper provides an effective tool to support the multi-objective operation optimization of hydropower system. (C) 2018 Elsevier Ltd. All rights reserved.
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Chen, X. Y.
Chau, K. W.
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机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Chau, K. W.
Busari, A. O.
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h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Cheng, Chuntian
Wang, Sen
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机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Wang, Sen
Chau, Kwok-Wing
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Hong Kong, Hong Kong, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Chau, Kwok-Wing
Wu, Xinyu
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机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Feng, Maoyuan
Liu, Pan
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机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Liu, Pan
Guo, Shenglian
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Guo, Shenglian
Gui, Ziling
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h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Gui, Ziling
Zhang, Xiaoqi
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h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Zhang, Xiaoqi
Zhang, Wei
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h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Zhang, Wei
Xiong, Lihua
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Chen, X. Y.
Chau, K. W.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
Chau, K. W.
Busari, A. O.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Civil & Environm Engn, Kowloon, Hong Kong, Peoples R China
机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Cheng, Chuntian
Wang, Sen
论文数: 0引用数: 0
h-index: 0
机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Wang, Sen
Chau, Kwok-Wing
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Environm Engn, Hong Kong, Hong Kong, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
Chau, Kwok-Wing
Wu, Xinyu
论文数: 0引用数: 0
h-index: 0
机构:
Dalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower & Hydroinformat, Dalian 116024, Peoples R China
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Feng, Maoyuan
Liu, Pan
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Liu, Pan
Guo, Shenglian
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Guo, Shenglian
Gui, Ziling
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Gui, Ziling
Zhang, Xiaoqi
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Zhang, Xiaoqi
Zhang, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Zhang, Wei
Xiong, Lihua
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China
Hubei Prov Collaborat Innovat Ctr Water Resources, Wuhan 430072, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430072, Peoples R China