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Hybrid Differential Evolution for Global Numerical Optimization

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成果类型:
期刊论文、会议论文
作者:
Jia, Liyuan;Li, Lei;Gong, Wenyin*;Huang, Li
通讯作者:
Gong, Wenyin
作者机构:
[Huang, Li; Jia, Liyuan] Hunan City Univ, Dept Comp Sci, Yiyang 413000, Hunan, Peoples R China.
[Li, Lei] HeNan XinYang Normal Coll, Coll Comp & Informat Technol, Henan 464000, Peoples R China.
[Gong, Wenyin] China Univ Geosci, Sch Comp Sci, Wuhan 430074, Peoples R China.
通讯机构:
[Gong, Wenyin] C
China Univ Geosci, Sch Comp Sci, Wuhan 430074, Peoples R China.
语种:
英文
期刊:
Lecture Notes in Computer Science
ISSN:
0302-9743
年:
2010
卷:
6401
页码:
566-573
会议名称:
5th International Conference on Rough Set and Knowledge Technology (RSKT)
会议论文集名称:
Lecture Notes in Artificial Intelligence
会议时间:
OCT 15-17, 2010
会议地点:
Beijing, PEOPLES R CHINA
会议主办单位:
[Jia, Liyuan;Huang, Li] Hunan City Univ, Dept Comp Sci, Yiyang 413000, Hunan, Peoples R China.^[Li, Lei] HeNan XinYang Normal Coll, Coll Comp & Informat Technol, Henan 464000, Peoples R China.^[Gong, Wenyin] China Univ Geosci, Sch Comp Sci, Wuhan 430074, Peoples R China.
会议赞助商:
Beijing Jiaotong Univ, Natl Nat Sci Fdn China (NSFC), Int Rough Set Soc (IRSS), Chinese Assoc Artificial Intelligence, Rough Sets & Soft Computat Soc (CRSSC)
主编:
Yu, J Greco, S Lingras, P Wang, G Skowron, A
出版地:
HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY
出版者:
SPRINGER-VERLAG BERLIN
ISBN:
978-3-642-16247-3
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) is an efficient and versatile evolutionary algorithm for global numerical optimization over continuous domain. Although DE is good at exploring the search space, it is slow at the exploitation of the solutions. To alleviate this drawback, in this paper, we propose a generalized hybrid generation scheme, which attempts to enhance the exploitation and accelerate the convergence velocity of the original DE algorithm. In the hybrid generation scheme the operator with powerful exploitation is hybridized with the original DE operator. In addition, a self-adaptive exploita...

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