Multiobjective Long-Term Generation Scheduling of Cascade Hydroelectricity System Using a Quantum-Behaved Particle Swarm Optimization Based on Decomposition
被引:6
作者:
Hu, Hu
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机构:
Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R ChinaHohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R China
Hu, Hu
[1
]
Yang, Kan
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Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R ChinaHohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R China
Yang, Kan
[1
]
机构:
[1] Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R China
Multiobjective long-term generation scheduling (MOLTGS) plays a vital role in coordinating the contradiction between the generation and reliability of cascade hydroelectricity system (CHS). In this paper, a multiobjective quantum-behaved particle swarm optimization based on decomposition (MOQPSO/D) is presented to solve the MOLTGS problem of maximizing total hydroelectricity generation and firm hydroelectricity output. In MOQPSO/D, the improved logistic map is adopted to initialize the population in the feasible space, where various equality and inequality constraints are handled by a constraint handling method based on conversion and repair strategies. An improved Tchebycheff decomposition with a modified generator of direction vectors, a modified QPSO operator and normal cloud mutation are the key components of MOQPSO/D in addressing the nonlinearity and complexity of MOLTGS. The feasibility and effectiveness of MOQPSO/D are verified first on numerical experiments of benchmark instances and then on real engineering examples of the Three Gorges (TG) and Gezhouba (GZB) plants within three representative years. The results show that MOQPSO/D can not only perform better robustness, convergence and diversity performance than other seven competitors but also output a group of Pareto optimal schemes within a reasonable amount of time. So, this paper provides a new effective alternative to solve the MOLTGS problem of CHS when considering both generation and reliability objectives.
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
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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
Niu, Wen-jing
Tang, Zheng-yang
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机构:
China Yangtze Power Co Ltd, Dept Water Resources Management, Yichang 443133, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Tang, Zheng-yang
Jiang, Zhi-qiang
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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
Jiang, Zhi-qiang
Xu, Yang
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机构:
China Yangtze Power Co Ltd, Dept Water Resources Management, Yichang 443133, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Xu, Yang
Liu, Yi
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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, Yi
Zhang, Hai-rong
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机构:
China Yangtze Power Co Ltd, Dept Water Resources Management, Yichang 443133, 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
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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
Niu, Wen-jing
Tang, Zheng-yang
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机构:
China Yangtze Power Co Ltd, Dept Water Resources Management, Yichang 443133, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Tang, Zheng-yang
Jiang, Zhi-qiang
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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
Jiang, Zhi-qiang
Xu, Yang
论文数: 0引用数: 0
h-index: 0
机构:
China Yangtze Power Co Ltd, Dept Water Resources Management, Yichang 443133, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
Xu, Yang
Liu, Yi
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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, Yi
Zhang, Hai-rong
论文数: 0引用数: 0
h-index: 0
机构:
China Yangtze Power Co Ltd, Dept Water Resources Management, Yichang 443133, Peoples R ChinaHuazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China