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基于多目标差分进化算法的水库多目标防洪调度研究
引用本文:覃晖,周建中,李英海,张勇传. 基于多目标差分进化算法的水库多目标防洪调度研究[J]. 水利学报, 2008, 39(Z2)
作者姓名:覃晖  周建中  李英海  张勇传
作者单位:华中科技大学水电与数字化工程学院,华中科技大学水电与数字化工程学院,华中科技大学水电与数字化工程学院,华中科技大学水电与数字化工程学院
基金项目:国家重点基础研究发展计划(973)课题(项目编号:2007CB714107),科技部水利部公益性行业科研专项(200701008),高等学校博士学科点专项科研基金(20050487062)
摘    要:为求解水库多目标防洪优化调度问题,提出一种基于自适应柯西变异的多目标差分进化算法。算法采用一种自适应柯西变异策略克服早熟收敛问题,提高了收敛精度;根据多目标优化的特点对差分算子进行修正,并引入外部档案技术,提高了算法的收敛速度。通过对典型历史洪水的多目标调度研究,结果表明基于自适应柯西变异的多目标差分进化算法在可接受的时间内,可生成大量在各目标分布均匀、分布范围广的非劣调度方案供决策者评价优选,为水库多目标防洪调度决策提供了一种新的调度方案生成方法。

关 键 词:水库防洪调度,多目标优化,非劣调度方案集,差分进化算法,自适应柯西变异
收稿时间:2008-07-31
修稿时间:2008-10-20

Multi-objective optimization in reservoir flood control based on multi-objective differential evolution
Qin Hui,ZHOU Jian-zhong,LI Ying-hai and ZHANG Yong-chuan. Multi-objective optimization in reservoir flood control based on multi-objective differential evolution[J]. Journal of Hydraulic Engineering, 2008, 39(Z2)
Authors:Qin Hui  ZHOU Jian-zhong  LI Ying-hai  ZHANG Yong-chuan
Abstract:A multi-objective differential evolution based on adaptive Cauchy mutation (MODE-ACM) is present to solve reservoir multi-objective flood control problem. MODE-ACM adopts an adaptive Cauchy mutation (ACM) strategy to avoid premature convergence and improve its convergence precision. The operators of differential evolution are modified to suit multi-objective optimization. By using archiving technique, the convergence rate of MODE-ACM is increased. MODE-ACM was applied in a practical reservoir multi-objective flood control operation; the results showed that the algorithm could generate a lot of non-dominated scheduling schemes for decision-maker in a short time, and these schemes distributed widely and uniformly on every optimized objective. MODE-ACM provides a novel way to generate feasible scheduling schemes for reservoir multi-objective flood control operation.
Keywords:reservoir flood control   multi-objective optimization   non-dominated scheduling scheme set   differential evolution   adaptive Cauchy mutation
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