Extended particle-swarm optimization algorithm | |
Mo, Si-Min1,2; Zeng, Jian-Chao2; Xie, Li-Ping2 | |
刊名 | Kongzhi Lilun Yu Yingyong/Control Theory and Applications |
2012-06-01 | |
卷号 | 29期号:6页码:811-816 |
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 |
ISSN号 | 10008152 |
英文摘要 | 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. |
语种 | 中文 |
出版者 | South China University of Technology |
内容类型 | 期刊论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/111184] |
专题 | 兰州理工大学 |
作者单位 | 1.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou Gansu 730050, China 2.Complex System and Computational Intelligence Laboratory, Taiyuan University of Science and Technology, Taiyuan Shanxi 030024, China; |
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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