Application of Strongly Constrained Space Particle Swarm Optimization to Optimal Operation of a Reservoir System
被引:9
作者:
Ma, Lejun
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机构:
Hohai Univ, Dept Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Nanjing Hohai Technol Co, Nanjing 210098, Jiangsu, Peoples R ChinaHohai Univ, Dept Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Ma, Lejun
[1
,2
]
Wang, Huan
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机构:
Nanjing Hydraul Res Inst, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210029, Jiangsu, Peoples R ChinaHohai Univ, Dept Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Wang, Huan
[3
]
Lu, Baohong
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机构:
Hohai Univ, Dept Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R ChinaHohai Univ, Dept Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Lu, Baohong
[1
]
Qi, Changjun
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机构:
Hohai Univ, Dept Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Minist Environm Protect, Appraisal Ctr Environm & Engn, Beijing 100012, Peoples R ChinaHohai Univ, Dept Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
Qi, Changjun
[1
,4
]
机构:
[1] Hohai Univ, Dept Hydrol & Water Resources, Nanjing 210098, Jiangsu, Peoples R China
[2] Nanjing Hohai Technol Co, Nanjing 210098, Jiangsu, Peoples R China
[3] Nanjing Hydraul Res Inst, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210029, Jiangsu, Peoples R China
[4] Minist Environm Protect, Appraisal Ctr Environm & Engn, Beijing 100012, Peoples R China
In view of the low efficiency of the particle swarm algorithm under multiple constraints of reservoir optimal operation, this paper introduces a particle swarm algorithm based on strongly constrained space. In the process of particle optimization, the algorithm eliminates the infeasible region that violates the water balance in order to reduce the influence of the unfeasible region on the particle evolution. In order to verify the effectiveness of the algorithm, it is applied to the calculation of reservoir optimal operation. Finally, this method is compared with the calculation results of the dynamic programming (DP) and particle swarm optimization (PSO) algorithm. The results show that: (1) the average computational time of strongly constrained particle swarm optimization (SCPSO) can be thought of as the same as the PSO algorithm and lesser than the DP algorithm under similar optimal value; and (2) the SCPSO algorithm has good performance in terms of finding near-optimal solutions, computational efficiency, and stability of optimization results. SCPSO not only improves the efficiency of particle evolution, but also avoids excessive improvement and affects the computational efficiency of the algorithm, which provides a convenient way for particle swarm optimization in reservoir optimal operation.
机构:
Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R ChinaXian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
Bai, Tao
Wu, Lianzhou
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机构:
Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R ChinaXian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
Wu, Lianzhou
Chang, Jian-xia
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机构:
Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R ChinaXian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
Chang, Jian-xia
Huang, Qiang
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机构:
Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R ChinaXian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
机构:
Dalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China
Cheng, Chun-Tian
Wang, Wen-Chuan
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机构:
Dalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China
Wang, Wen-Chuan
Xu, Dong-Mei
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h-index: 0
机构:
N China Water Conservancy & Hydroelect Power, Dept Water Conservancy, Zhengzhou 450011, Peoples R ChinaDalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China
Xu, Dong-Mei
Chau, K. W.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Struct Engn, Kowloon, Peoples R ChinaDalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China
机构:
Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R ChinaXian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
Bai, Tao
Wu, Lianzhou
论文数: 0引用数: 0
h-index: 0
机构:
Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R ChinaXian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
Wu, Lianzhou
Chang, Jian-xia
论文数: 0引用数: 0
h-index: 0
机构:
Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R ChinaXian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
Chang, Jian-xia
Huang, Qiang
论文数: 0引用数: 0
h-index: 0
机构:
Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R ChinaXian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
机构:
Dalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China
Cheng, Chun-Tian
Wang, Wen-Chuan
论文数: 0引用数: 0
h-index: 0
机构:
Dalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R ChinaDalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China
Wang, Wen-Chuan
Xu, Dong-Mei
论文数: 0引用数: 0
h-index: 0
机构:
N China Water Conservancy & Hydroelect Power, Dept Water Conservancy, Zhengzhou 450011, Peoples R ChinaDalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China
Xu, Dong-Mei
Chau, K. W.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Civil & Struct Engn, Kowloon, Peoples R ChinaDalian Univ Technol, Inst Hydropower Syst & Hydroinformat, Dalian 116024, Peoples R China