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MCPSO: A multi-swarm cooperative particle swarm optimizer
Niu B(牛奔); Zhu YL(朱云龙); He XX(何小贤); Henry Wu
作者部门先进制造技术研究室
关键词Particle Swarm Optimization Multi-swarm Master-slave Model Mcpso
发表期刊Applied Mathematics and Computation
ISSN0096-3003
2007
卷号185期号:2页码:1050-1062
收录类别SCI ; EI ; CPCI(ISTP)
EI收录号20070910463550
WOS记录号WOS:000245762700026
产权排序1
摘要This paper presents a new optimization algorithm - MCPSO, multi-swarm cooperative particle swarm optimizer, inspired by the phenomenon of symbiosis in natural ecosystems. MCPSO is based on a master-slave model, in which a population consists of one master swarm and several slave swarms. The slave swarms execute a single PSO or its variants independently to maintain the diversity of particles, while the master swarm evolves based on its own knowledge and also the knowledge of the slave swarms. According to the co-evolutionary relationship between master swarm and slave swarms, two versions of MCPSO are proposed, namely the competitive version of MCPSO (COM-MCPSO) and the collaborative version of MCPSO (COL-MCPSO), where the master swarm enhances its particles based on an antagonistic scenario or a synergistic scenario, respectively. In the simulation studies, several benchmark functions are performed, and the performances of the proposed algorithms are compared with the standard PSO (SPSO) and its variants to demonstrate the superiority of MCPSO.
语种英语
WOS标题词Science & Technology ; Physical Sciences
WOS类目Mathematics, Applied
WOS研究方向Mathematics
引用统计
被引频次:133[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/6938
专题工业信息学研究室_先进制造技术研究室
通讯作者Niu B(牛奔)
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, Faculty Office II, Nanta Street 114#, Donling District, Shenyang 110016, China
2.Graduate School, the Chinese Academy of Sciences, Beijing 100049, China
3.Department of Electrical Engineering and Electronics, The University of Liverpool, Liverpool, L69 3GJ, United Kingdom
推荐引用方式
GB/T 7714
Niu B,Zhu YL,He XX,et al. MCPSO: A multi-swarm cooperative particle swarm optimizer[J]. Applied Mathematics and Computation,2007,185(2):1050-1062.
APA Niu B,Zhu YL,He XX,&Henry Wu.(2007).MCPSO: A multi-swarm cooperative particle swarm optimizer.Applied Mathematics and Computation,185(2),1050-1062.
MLA Niu B,et al."MCPSO: A multi-swarm cooperative particle swarm optimizer".Applied Mathematics and Computation 185.2(2007):1050-1062.
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