Construction of fuzzy models for dynamic systems using multi-population cooperative particle swarm optimizer

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 工业信息学研究室 > 先进制造技术研究室

	Construction of fuzzy models for dynamic systems using multi-population cooperative particle swarm optimizer
	Niu B(牛奔); Zhu YL(朱云龙); He XX(何小贤)
	2005
会议名称	2nd International Conference on Fuzzy Systems and Knowledge Discovery
会议日期	August 27-29, 2005
会议地点	Changsha, China
页码	987-1000
中文摘要	A new fuzzy modeling method using Multi-population Cooperative Particle Swarm Optimizer (MCPSO) for identification and control of nonlinear dynamic systems is presented in this paper. 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. The MCPSO is used to automatic design of fuzzy identifier and fuzzy controller for nonlinear dynamic systems. The proposed algorithm (MCPSO) is shown to outperform PSO and some other methods in identifying and controlling dynamic systems.
收录类别	SCI ; EI ; CPCI（ISTP）
产权排序	1
会议主办者	Xiangtan Univ, IEEE Circuits & Syst Soc, IEEE Computat IntelligenceSoc, IEEE Control Syst Soc, Int Neural Network Soc, European Neural Network Soc, Chinese Assoc Artifiical Intelligence, Japanese Neural Network Soc, Int Fuzzy Syst Assoc, Asia-Pacific Neural Network Assembly, Fuzzy Math & Syst Assoc Chine, Hunan Comp Federat
会议录	FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PT 1, PROCEEDINGS
会议录出版者	SPRINGER-VERLAG
会议录出版地	BERLIN
语种	英语
ISSN号	0302-9743
ISBN号	3-540-28312-9
WOS记录号	WOS:000232217900123
研究领域[WOS]	Computer Science
WOS标题词	Science & Technology ; Technology
内容类型	会议论文
源URL	[http://ir.sia.cn/handle/173321/8165]
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. Construction of fuzzy models for dynamic systems using multi-population cooperative particle swarm optimizer[C]. 见:2nd International Conference on Fuzzy Systems and Knowledge Discovery. Changsha, China. August 27-29, 2005.