The Enhanced Vector of Convergence for Particle Swarm Optimization based on constrict factor | |
Zhang, Wei1; Gao, Yanan2,4; Zhang, Chengxing3 | |
2014-09-16 | |
会议名称 | 2014 IEEE Congress on Evolutionary Computation, CEC 2014 |
会议录名称 | Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014 |
期号 | 0 |
页码 | 1337-1342 |
会议日期 | 2014-07-06 - 2014-07-11 |
会议地点 | Beijing, China |
出版地 | NEW YORK |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
摘要 | The Particle Swarm Optimizer is used very widely for unimodal and multi-modal optimization problems. Recently, most of variant PSOs are combing several evolutionary strategies in order to achieve a better performance on Benchmark functions, and even for shifted, rotated, or composite functions. In this paper, a new method known as Enhanced Vector of Convergence is proposed and combined with constrict factor to improve the convergence performance of Particle Swarm Optimizer. In experimental study, other 5 variant Particle Swarm Optimizers are compared, and acceptance rate, t-Test are used for further evaluation. The results indicate that the Enhance Vector of Convergence can significantly improve the accurate level of Particle Swarm Optimizer. © 2014 IEEE. |
关键词 | Acceptance tests Benchmarking Acceptance rate Benchmark functions Composite functions Convergence performance Evolutionary strategies Multi-modal optimization Particle swarm optimizers Unimodal |
DOI | 10.1109/CEC.2014.6900392 |
收录类别 | EI ; CPCI-S ; CPCI |
语种 | 英语 |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000356684602003 |
EI入藏号 | 20144600182676 |
EI主题词 | Particle swarm optimization (PSO) |
EI分类号 | 723 Computer Software, Data Handling and Applications ; 913 Production Planning and Control ; Manufacturing ; 921.5 Optimization Techniques |
原始文献类型 | Proceedings Paper |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.lzufe.edu.cn/handle/39EH0E1M/9744 |
专题 | 纪委(监察处) |
作者单位 | 1.Department of Computer Science, University of Georgia, Athens; 2.GA; 3.30602, United States; 4.Lanzhou University of Technology, Lanzhou; 5.730050, China; 6.Lanzhou University of Finance and Economics, Lanzhou; 7.730020, China; 8.Department of Control Engineering and Theory, China |
推荐引用方式 GB/T 7714 | Zhang, Wei,Gao, Yanan,Zhang, Chengxing. The Enhanced Vector of Convergence for Particle Swarm Optimization based on constrict factor[C]. NEW YORK:Institute of Electrical and Electronics Engineers Inc.,2014:1337-1342. |
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