IR
Extended particle-swarm optimization algorithm
Mo, Si-Min1,2; Zeng, Jian-Chao1; Xie, Li-Ping1
2012-06-01
发表期刊Kongzhi Lilun Yu Yingyong/Control Theory and Applications
ISSN10008152
卷号29期号:6页码:811-816
摘要The interaction among particles is a key factor affecting the performance of particle swarm optimization (PSO) algorithm. To overcome the premature convergence, an extended particle swarm optimization (EPSO) algorithm is proposed, in which the interaction mechanism among particles is redefined based on the idea of attraction and repulsion forces in Artificial Physics. Furthermore, the rule of attraction and repulsion among particles is defined by comparing particle fitness values. To look for the global optimum, each particle randomly moves along the direction of the resultant force produced by all particles. Simulation results show that EPSO algorithm effectively improves the global performances of other related algorithms.
关键词Control engineering Artificial physics Extended particle swarm optimization Global performance Interaction mechanisms Particle swarm optimization algorithm Pre-mature convergences Related algorithms Repulsion force
收录类别EI
语种中文
出版者South China University of Technology
EI入藏号20123515381323
EI主题词Particle swarm optimization (PSO)
EI分类号723 Computer Software, Data Handling and Applications
来源库Compendex
分类代码723 Computer Software, Data Handling and Applications
文献类型期刊论文
条目标识符https://ir.lut.edu.cn/handle/2XXMBERH/111184
专题兰州理工大学
作者单位1.Complex System and Computational Intelligence Laboratory, Taiyuan University of Science and Technology, Taiyuan Shanxi 030024, China;
2.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou Gansu 730050, China
第一作者单位兰州理工大学
推荐引用方式
GB/T 7714
Mo, Si-Min,Zeng, Jian-Chao,Xie, Li-Ping. Extended particle-swarm optimization algorithm[J]. Kongzhi Lilun Yu Yingyong/Control Theory and Applications,2012,29(6):811-816.
APA Mo, Si-Min,Zeng, Jian-Chao,&Xie, Li-Ping.(2012).Extended particle-swarm optimization algorithm.Kongzhi Lilun Yu Yingyong/Control Theory and Applications,29(6),811-816.
MLA Mo, Si-Min,et al."Extended particle-swarm optimization algorithm".Kongzhi Lilun Yu Yingyong/Control Theory and Applications 29.6(2012):811-816.
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