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author:

Lv, Yanping (Lv, Yanping.) [1] | Li, Shaozi (Li, Shaozi.) [2] | Chen, Shuili (Chen, Shuili.) [3] | Jiang, Qingshan (Jiang, Qingshan.) [4] | Guo, Wenzhong (Guo, Wenzhong.) [5] (Scholars:郭文忠)

Indexed by:

CPCI-S SCIE

Abstract:

A novel PSO algorithm called InformPSO is introduced in this paper. The premature convergence problem is a deficiency of PSOs. First, we analyze the causes of premature convergence for conventional PSO. Second, the principles of information diffusion and clonal selection are incorporated into the proposed PSO algorithm to achieve a better diversity and break away from local optima. Finally, when compared with several other PSO variants, it yields better performance on optimization of unimodal and multimodal benchmark functions.

Keyword:

Community:

  • [ 1 ] Xiamen Univ, Dept Comp Sci, Intelligent Multimedia Technol Lab, Xiamen 3610005, Peoples R China
  • [ 2 ] Jimei Univ, Dept Math, Fujian 361021, Peoples R China
  • [ 3 ] Fuzhou Univ, Dept Comp Sci, Fuzhou 350001, Peoples R China

Reprint 's Address:

  • 吕艳萍

    [Lv, Yanping]Xiamen Univ, Dept Comp Sci, Intelligent Multimedia Technol Lab, Xiamen 3610005, Peoples R China

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Source :

SIMULATED EVOLUTION AND LEARNING, PROCEEDINGS

ISSN: 0302-9743

Year: 2006

Volume: 4247

Page: 521-528

0 . 4 0 2

JCR@2005

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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