An improved particle swarm optimization based on bacterial chemotaxis
Niu B(牛奔); Zhu YL(朱云龙); He XX(何小贤); Zeng XP(曾祥萍)
2006
会议名称6th World Congress on Intelligent Control and Automation
会议日期June 21-23, 2006
会议地点Dalian, China
关键词particle swarm optimization bacterial chemotaxis PSOBC
页码3193-3197
通讯作者牛奔
中文摘要Inspired by the phenomenon of chemotaxis in colonies of the bacterial an improved particle swarm optimization (PSO) is presented by analogy to the way that bacteria react to chemo-attractants or chemo-repellents. The proposed algorithm (PSOBC) alternates between phases of attraction and repulsion. Once the diversity of population is too low, the individuals will be dispersed by repulsion force, while if the diversity of population is too high, the individuals have to be congregated by attraction force. This is accomplished by employing a diversity control method.. Comparisons with standard PSO (SPSO) and it variants on a set of,benchmark functions indicate that PSOBC not only prevents premature convergence to a high degree, but also keeps a more rapid convergence rate than SPSO.
收录类别EI ; CPCI(ISTP)
产权排序1
会议主办者Dalian Univ Technol, Northeastern Univ, Dalian Maritime Univ, Shanghai Baosight Software Co Ltd, IEEE Robot & Automat Soc, Natl Nat Sci Fdn China, Chinese Assoc Automat, IEEE Control Syst Soc, Beijing Chapter, Minist Educ China, Grandar Robot Co Ltd, Yokogawa Elect Corp, KC Wong Educ Fdn, Siemens Ltd
会议录WCICA 2006: Sixth World Congress on Intelligent Control and Automation, Vols 1-12, Conference Proceedings
会议录出版者IEEE
会议录出版地NEW YORK
语种英语
ISBN号1-4244-0331-6
WOS记录号WOS:000241773203126
内容类型会议论文
源URL[http://ir.sia.cn/handle/173321/8214]  
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. An improved particle swarm optimization based on bacterial chemotaxis[C]. 见:6th World Congress on Intelligent Control and Automation. Dalian, China. June 21-23, 2006.
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