GSTDTAP  > 气候变化
DOIDOI10.1088/1748-9326/abf60c
Enhanced harmony search algorithm for sustainable ecological operation of cascade hydropower reservoirs in river ecosystem
Wen-jing Niu; Zhong-kai Feng; Zhi-qiang Jiang; Sen Wang; Shuai Liu; Wei Guo; Zhen-guo Song
2021-04-30
发表期刊Environmental Research Letters
出版年2021/04/30
英文摘要

With the merits of superior performance and easy implementation, the harmony search (HS), a famous population-based evolutionary method, has been widely adopted to resolve global optimization problems in practice. However, the standard HS method still suffers from the defects of premature convergence and local stagnation in the complex multireservoir operation problem. Thus, this study develops an enhanced harmony search (EHS) method to improve the HS's search ability and convergence rate, where adaptive parameter adjustment strategy is used to enhance the global search performance of the swarm, while the elite-learning evolutionary mode is used to improve the converge trajectory of the population. To verify its practicability, EHS is applied to solve numerical optimization and multireservoir operation problems. The results show that EHS can produce better results than several existing methods in different cases. For instance, the mean objective of EHS is improved by about 23.9%, 28.7% and 26.8% compared with particle swarm optimization, differential evolution and gravitational search algorithm in 1998–1999 typical runoff case. Hence, an effective optimizer is developed for sustainable ecological operation of cascade hydropower reservoirs in river ecosystem.

领域气候变化
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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/324926
专题气候变化
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GB/T 7714
Wen-jing Niu,Zhong-kai Feng,Zhi-qiang Jiang,et al. Enhanced harmony search algorithm for sustainable ecological operation of cascade hydropower reservoirs in river ecosystem[J]. Environmental Research Letters,2021.
APA Wen-jing Niu.,Zhong-kai Feng.,Zhi-qiang Jiang.,Sen Wang.,Shuai Liu.,...&Zhen-guo Song.(2021).Enhanced harmony search algorithm for sustainable ecological operation of cascade hydropower reservoirs in river ecosystem.Environmental Research Letters.
MLA Wen-jing Niu,et al."Enhanced harmony search algorithm for sustainable ecological operation of cascade hydropower reservoirs in river ecosystem".Environmental Research Letters (2021).
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