A multi-swarm optimizer based fuzzy modeling approach for dynamic systems processing
文献类型：期刊论文
| 作者 | Niu B(牛奔); Zhu YL(朱云龙) ; He XX(何小贤); Shen H(申海)
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| 刊名 | Neurocomputing
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| 出版日期 | 2008 |
| 卷号 | 71期号:7-9页码:1436-1448 |
| 关键词 | Dynamical systems Fuzzy controller Fuzzy identifier Particle swarm optimization Multi-swarm |
| ISSN号 | 0925-2312 |
| 产权排序 | 1 |
| 中文摘要 | Inspired by the phenomenon of symbiosis in natural ecosystems a multi-swarm cooperative particle swarm optimizer (MCPSO) is proposed as a new fuzzy modeling strategy for identification and control of non-linear dynamical systems. In MCPSO, the population consists of one master swarm and several slave swarms. The slave swarms execute particle swarm optimization (PSO) or its variants independently to maintain the diversity of particles, while the particles in the master swarm enhance themselves based on their own knowledge and also the knowledge of the particles in the slave swarms. With four benchmark functions, MCPSO is proved to have better performance than PSO and its variants. MCPSO is then used to automatically design the fuzzy identifier and fuzzy controller for non-linear dynamical systems. The proposed algorithm (MCPSO) is shown to outperform PSO and some other methods in identifying and controlling dynamical systems. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence |
| 研究领域[WOS] | Computer Science |
| 关键词[WOS] | RECURRENT NEURAL-NETWORK ; PARTICLE SWARM ; HYBRID ALGORITHM ; IDENTIFICATION ; DESIGN |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000255239200029 |
| 公开日期 | 2012-05-29 |
| 源URL | [http://ir.sia.cn/handle/173321/6923]  |
| 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. A multi-swarm optimizer based fuzzy modeling approach for dynamic systems processing[J]. Neurocomputing,2008,71(7-9):1436-1448. |
| APA | Niu B,Zhu YL,He XX,&Shen H.(2008).A multi-swarm optimizer based fuzzy modeling approach for dynamic systems processing.Neurocomputing,71(7-9),1436-1448. |
| MLA | Niu B,et al."A multi-swarm optimizer based fuzzy modeling approach for dynamic systems processing".Neurocomputing 71.7-9(2008):1436-1448. |
入库方式： OAI收割
来源：沈阳自动化研究所
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