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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
Department先进制造技术研究室
Source PublicationApplied Mathematics and Computation
ISSN0096-3003
2007
Volume185Issue:2Pages:1050-1062
Indexed BySCI ; EI ; CPCI(ISTP)
EI Accession number20070910463550
WOS IDWOS:000245762700026
Contribution Rank1
KeywordParticle Swarm Optimization Multi-swarm Master-slave Model Mcpso
AbstractThis 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.
Language英语
WOS HeadingsScience & Technology ; Physical Sciences
WOS SubjectMathematics, Applied
WOS Research AreaMathematics
Citation statistics
Cited Times:141[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/6938
Collection工业信息学研究室_先进制造技术研究室
Corresponding AuthorNiu B(牛奔)
Affiliation1.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
Recommended Citation
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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