GSTDTAP  > 资源环境科学
DOI10.1002/2016WR020301
Multiobjective reservoir operating rules based on cascade reservoir input variable selection method
Yang, Guang; Guo, Shenglian; Liu, Pan; Li, Liping; Xu, Chongyu
2017-04-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2017
卷号53期号:4
文章类型Article
语种英语
国家Peoples R China
英文摘要

The input variable selection in multiobjective cascade reservoir operation is an important and difficult task. To address this problem, this study proposes the cascade reservoir input variable selection (CIS) method that searches for the most valuable input variables for decision making in multiple-objectivity cascade reservoir operations. From a case study of Hanjiang cascade reservoirs in China, we derive reservoir operating rules based on the combination of CIS and Gaussian radial basis functions (RBFs) methods and optimize the rules through Pareto-archived dynamically dimensioned search (PA-DDS) with two objectives: to maximize both power generation and water supply. We select the most effective input variables and evaluate their impacts on cascade reservoir operations. From the simulated trajectories of reservoir water level, power generation, and water supply, we analyze the multiobjective operating rules with several input variables. The results demonstrate that the CIS method performs well in the selection of input variables for the cascade reservoir operation, and the RBFs method can fully express the nonlinear operating rules for cascade reservoirs. We conclude that the CIS method is an effective and stable approach to identifying the most valuable information from a large number of candidate input variables. While the reservoir storage state is the most valuable information for the Hanjiang cascade reservoir multiobjective operation, the reservoir inflow is the most effective input variable for the single-objective operation of Danjiangkou.


领域资源环境
收录类别SCI-E
WOS记录号WOS:000403682600051
WOS关键词MUTUAL INFORMATION ; JOINT OPERATION ; REGRESSION-TREE ; WATER LEVELS ; 3 GORGES ; SYSTEMS ; OPTIMIZATION ; ALGORITHM ; MODEL ; VALIDATION
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/20103
专题资源环境科学
作者单位Wuhan Univ, Hubei Prov Collaborat Innovat Ctr Water Resources, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Peoples R China
推荐引用方式
GB/T 7714
Yang, Guang,Guo, Shenglian,Liu, Pan,et al. Multiobjective reservoir operating rules based on cascade reservoir input variable selection method[J]. WATER RESOURCES RESEARCH,2017,53(4).
APA Yang, Guang,Guo, Shenglian,Liu, Pan,Li, Liping,&Xu, Chongyu.(2017).Multiobjective reservoir operating rules based on cascade reservoir input variable selection method.WATER RESOURCES RESEARCH,53(4).
MLA Yang, Guang,et al."Multiobjective reservoir operating rules based on cascade reservoir input variable selection method".WATER RESOURCES RESEARCH 53.4(2017).
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