Lanzhou University of Technology Institutional Repository (LUT_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
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ISSN | 10008152 |
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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