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MCPSO: A multi-swarm cooperative particle swarm optimizer
文献类型：期刊论文
| 作者 | Niu B(牛奔); Zhu YL(朱云龙) ; He XX(何小贤); Henry Wu
|
| 刊名 | Applied Mathematics and Computation
 |
| 出版日期 | 2007 |
| 卷号 | 185期号:2页码:1050-1062 |
| 关键词 | Particle swarm optimization Multi-swarm Master-slave model MCPSO |
| ISSN号 | 0096-3003 |
| 产权排序 | 1 |
| 通讯作者 | 牛奔 |
| 中文摘要 | 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. |
| WOS标题词 | Science & Technology ; Physical Sciences |
| 类目[WOS] | Mathematics, Applied |
| 研究领域[WOS] | Mathematics |
| 收录类别 | SCI ; EI ; CPCI（ISTP） |
| 语种 | 英语 |
| WOS记录号 | WOS:000245762700026 |
| 公开日期 | 2012-05-29 |
| 源URL | [http://ir.sia.cn/handle/173321/6938]  |
| 专题 | 沈阳自动化研究所_工业信息学研究室_先进制造技术研究室 |
| 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. |
入库方式： OAI收割
来源：沈阳自动化研究所
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