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An Improved Self-adaptive Control Parameter of Differential Evolution for Global Optimization

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成果类型:
会议论文
作者:
Hongbin Wu;Wenyin Gong
作者机构:
Department of Computer Science,Hunan City University, Yiyang Hunan 413000, P.R. China
School of Computer Science, China University of Geosciences, Wuhan 430074, P.R. China
语种:
英文
关键词:
Multiobjective optimization;Immune algorithm;Similar individuals;Evolutionary algorithm
年:
2009
页码:
1-10
会议名称:
The 4th International Symposium on Intelligence Computation and Applications(第四届智能计算及其应用国际会议 ISICA2009)
会议论文集名称:
The 4th International Symposium on Intelligence Computation and Applications(第四届智能计算及其应用国际会议 ISICA2009)论文集
会议时间:
2009-10-23
会议地点:
湖北黄石
会议赞助商:
中国地质大学(武汉)
机构署名:
本校为第一机构
院系归属:
信息与电子工程学院
摘要:
Differential evolution (DE), a fast and robust evolutionary algorithm for global optimization, has been widely used in many areas. However, the success of DE for solving different problems mainly depends on properly choosing the control parameter values. On the other hand, DE is good at exploring the search space and locating the region of global minimum, but it is slow at exploiting the solution. In order to alleviate these drawbacks of DE, this paper proposes an improved self-adaptive control parameter of DE, referred to as ISADE, for global numerical optimization. The proposed approach empl...

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