Knowledge Management System of Shenyang Institute of Automation, CAS
| MCPSO: A multi-swarm cooperative particle swarm optimizer | |
Niu B(牛奔); Zhu YL(朱云龙) ; He XX(何小贤); Henry Wu
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| Department | 先进制造技术研究室 |
| Source Publication | Applied Mathematics and Computation
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| ISSN | 0096-3003 |
| 2007 | |
| Volume | 185Issue:2Pages:1050-1062 |
| Indexed By | SCI ; EI ; CPCI（ISTP） |
| EI Accession number | 20070910463550 |
| WOS ID | WOS:000245762700026 |
| Contribution Rank | 1 |
| Keyword | Particle Swarm Optimization Multi-swarm Master-slave Model Mcpso |
| Abstract | 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. |
| Language | 英语 |
| WOS Headings | Science & Technology ; Physical Sciences |
| WOS Subject | Mathematics, Applied |
| WOS Research Area | Mathematics |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://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 Author | Niu B(牛奔) |
| Affiliation | 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 |
| 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. |
| Files in This Item: | Download All | |||||
| File Name/Size | DocType | Version | Access | License | ||
| YWQK000191.pdf（375KB） | 期刊论文 | 出版稿 | 开放获取 | ODC PDDL | View Download | |
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