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
DOI10.1109/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
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
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
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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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