An improved particle swarm optimization based on bacterial chemotaxis | |
Niu B(牛奔); Zhu YL(朱云龙)![]() | |
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
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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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