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Differential evolution based on hybrid crossover operators

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成果类型:
期刊论文、会议论文
作者:
Yang, Lei*;Zhou, Long;Yu, Min
通讯作者:
Yang, Lei
作者机构:
[Yang, Lei] Wuhan Polytech Univ, Dept Elect Informat Engn, Wuhan 430023, Peoples R China.
Wuhan Univ Technol, Sch Transportat, Wuhan 430060, Peoples R China.
通讯机构:
[Yang, Lei] W
Wuhan Polytech Univ, Dept Elect Informat Engn, Wuhan 430023, Peoples R China.
语种:
英文
关键词:
differential evolution;evolutionary computation;crossover;global optimization
期刊:
Proceedings of SPIE - The International Society for Optical Engineering
ISSN:
0277-786X
年:
2011
卷:
8285
页码:
660-663
会议名称:
2010 International Conference on Signal and Information Processing(2010年IEEE信号与信息处理国际会议 ICSIP2010)
会议论文集名称:
2010 International Conference on Signal and Information Processing(2010年IEEE信号与信息处理国际会议 ICSIP2010)论文集
会议时间:
2010-12-14
会议地点:
长沙
会议主办单位:
[Yang, Lei] Wuhan Polytech Univ, Dept Elect Informat Engn, Wuhan 430023, Peoples R China.^Wuhan Univ Technol, Sch Transportat, Wuhan 430060, Peoples R China.
会议赞助商:
IEEE<&wdkj&>国际计算机科学与信息技术协会
主编:
Xie, Y Zheng, Y
出版地:
1000 20TH ST, PO BOX 10, BELLINGHAM, WA 98227-0010 USA
出版者:
SPIE-INT SOC OPTICAL ENGINEERING
ISBN:
978-0-81948-932-6
基金类别:
Wuhan City Scientific and Technological [201010621212]; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61075015]
机构署名:
本校为第一且通讯机构
院系归属:
电气与电子工程学院
摘要:
Differential evolution (DE) is a newly proposed intelligent optimization algorithm, which has shown good search abilities in many optimization problems. However, DE as well as other population-based stochastic algorithms can be easily trapped into local optima when solving complex multimodal problems. In order to enhance the performance of DE, this paper presents a novel DE variant (HCDE) based on hybrid crossover operators. Simulation studies on ten wellknown benchmark functions show that the proposed approach HCDE achieves better results when compared with other two DE variants. &copy;2011 C...

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