Multi-strategy gravitational search algorithm for constrained global optimization in coordinative operation of multiple hydropower reservoirs and solar photovoltaic power plants
被引:20
作者:
Niu, Wen-jing
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机构:
ChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R ChinaChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R China
Niu, Wen-jing
[1
]
Feng, Zhong-kai
论文数: 0引用数: 0
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机构:
Huazhong Univ Sci & Technol, Sch Civil & Hydraul Engn, Wuhan 430074, Peoples R ChinaChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R China
Feng, Zhong-kai
[2
]
Liu, Shuai
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机构:
China Water Resources Beifang Invest Design & Res, Tianjin 300222, Peoples R ChinaChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R China
Liu, Shuai
[3
]
机构:
[1] ChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Civil & Hydraul Engn, Wuhan 430074, Peoples R China
[3] China Water Resources Beifang Invest Design & Res, Tianjin 300222, Peoples R China
Engineering optimization;
Hybrid energy system;
Multiple hydropower reservoirs;
Solar photovoltaic power plants;
Gravitational search algorithm;
WATER CYCLE ALGORITHM;
MEMRISTIVE NEURAL-NETWORKS;
TERM OPTIMAL OPERATION;
WIND POWER;
UNIT COMMITMENT;
YELLOW-RIVER;
SYSTEM;
DISPATCH;
ENERGY;
GENERATION;
D O I:
10.1016/j.asoc.2021.107315
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Recently, the solar photovoltaic power, a promising renewable energy, is witnessing a rapid development period. However, it is often difficult to perfectly capture the generation of solar photovoltaic plants because of various factors (like weather condition, solar radiation and human activities), increasing the operational risk and cost of power system. Hybrid energy system proves to be an effective measure to address this problem. Motivated by this practical necessity, this paper develops a novel hybrid gravitational search algorithm to solve the coordinative operation model of multiple hydropower reservoirs and solar photovoltaic power plants. In the proposed method, the gravitational search algorithm is set as the unified framework; the neighborhood search strategy is used to improve the convergence rate by considering the social information and individual experience; the adaptive mutation strategy is used to improve the population diversity by elite conservation and mutation operator; the modified elastic-ball strategy and constraint handling technique are used to enhance the solution feasibility. The simulation results of numerical functions demonstrate the superiority of the developed method in convergence rate and global search ability. The hydro-solar operation results in different cases show that compared with the traditional methods, the proposed method can yield high-quality scheduling schemes to alleviate the peak shaving pressure of power system. Thus, the novelty of this paper is to provide an effective HGSA method for solving the complex engineering optimization problem. (C) 2021 Elsevier B.V. All rights reserved.
机构:
Huazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Feng, Zhong-kai
Liu, Shuai
论文数: 0引用数: 0
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机构:
Huazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Liu, Shuai
Niu, Wen-jing
论文数: 0引用数: 0
h-index: 0
机构:
ChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Niu, Wen-jing
Li, Bao-jian
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Sch Water Conservancy, Zhengzhou 450046, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Li, Bao-jian
Wang, Wen-chuan
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Sch Water Conservancy, Zhengzhou 450046, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Wang, Wen-chuan
Luo, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Sichuan Energy Internet Res Inst, Chengdu 610200, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Luo, Bin
Miao, Shu-min
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Sichuan Elect Power Res Inst, Chengdu 610072, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
机构:
Huazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Feng, Zhong-kai
Niu, Wen-jing
论文数: 0引用数: 0
h-index: 0
机构:
ChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Niu, Wen-jing
Liu, Shuai
论文数: 0引用数: 0
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机构:
ChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Liu, Shuai
Luo, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Sichuan Energy Internet Res Inst, Chengdu 610200, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Luo, Bin
Miao, Shu-min
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Sichuan Elect Power Res Inst, Chengdu 610072, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Miao, Shu-min
Liu, Kang
论文数: 0引用数: 0
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机构:
Changjiang Schinta Software Technol Ltd Liabil Co, Wuhan 430010, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
机构:
Hohai Univ, Natl Key Lab Water Disaster Prevent, Nanjing 210098, Peoples R China
Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R ChinaHohai Univ, Natl Key Lab Water Disaster Prevent, Nanjing 210098, Peoples R China
Feng, Zhong-kai
Huang, Qing-qing
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R ChinaHohai Univ, Natl Key Lab Water Disaster Prevent, Nanjing 210098, Peoples R China
Huang, Qing-qing
Niu, Wen-jing
论文数: 0引用数: 0
h-index: 0
机构:
ChangJiang Water Resources Commiss, Bur Hydrol, Wuhan 430010, Peoples R ChinaHohai Univ, Natl Key Lab Water Disaster Prevent, Nanjing 210098, Peoples R China
Niu, Wen-jing
Su, Hua-ying
论文数: 0引用数: 0
h-index: 0
机构:
Guizhou Power Grid Co Ltd, Power Dispatching Control Ctr, Guiyang 550499, Guizhou, Peoples R ChinaHohai Univ, Natl Key Lab Water Disaster Prevent, Nanjing 210098, Peoples R China
Su, Hua-ying
Li, Shu-shan
论文数: 0引用数: 0
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机构:
China Southern Power Grid, Power Dispatching & Control Ctr, Guangzhou 510663, Peoples R ChinaHohai Univ, Natl Key Lab Water Disaster Prevent, Nanjing 210098, Peoples R China
Li, Shu-shan
Wu, Hui-jun
论文数: 0引用数: 0
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机构:
China Southern Power Grid, Power Dispatching & Control Ctr, Guangzhou 510663, Peoples R ChinaHohai Univ, Natl Key Lab Water Disaster Prevent, Nanjing 210098, Peoples R China
Wu, Hui-jun
Wang, Jia-yang
论文数: 0引用数: 0
h-index: 0
机构:
China Southern Power Grid, Power Res Inst, Guangzhou 510080, Peoples R ChinaHohai Univ, Natl Key Lab Water Disaster Prevent, Nanjing 210098, Peoples R China
机构:
Tsinghua Sichuan Energy Internet Res Inst, Chengdu 610200, Sichuan, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Hubei, Peoples R China
Luo, Bin
Miao, Shu-min
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Sichuan Elect Power Res Inst, Chengdu 610072, Sichuan, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Hubei, Peoples R China
机构:
Huaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R ChinaHuaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China
Liu, Qianlong
Zhang, Chu
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机构:
Huaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China
Huaiyin Inst Technol, Jiangsu Permanent Magnet Motor Engn Res Ctr, Huaian 223003, Peoples R ChinaHuaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China
Zhang, Chu
Li, Zhengbo
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h-index: 0
机构:
Huaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R ChinaHuaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China
Li, Zhengbo
Peng, Tian
论文数: 0引用数: 0
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机构:
Huaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China
Huaiyin Inst Technol, Jiangsu Permanent Magnet Motor Engn Res Ctr, Huaian 223003, Peoples R ChinaHuaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China
Peng, Tian
Zhang, Zhao
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机构:
Huaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R ChinaHuaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China
Zhang, Zhao
Du, Dongsheng
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机构:
Huaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R ChinaHuaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China
Du, Dongsheng
Nazir, Muhammad Shahzad
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h-index: 0
机构:
Huaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R ChinaHuaiyin Inst Technol, Fac Automat, Huaian 223003, Peoples R China