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  • 标题:A Self-Adaptive Differential Evolution Algorithm with Dimension Perturb Strategy
  • 本地全文:下载
  • 作者:Lee, Wei-Ping ; Chiang, Chang-Yu
  • 期刊名称:Journal of Computers
  • 印刷版ISSN:1796-203X
  • 出版年度:2011
  • 卷号:6
  • 期号:3
  • 页码:524-531
  • DOI:10.4304/jcp.6.3.524-531
  • 语种:English
  • 出版社:Academy Publisher
  • 摘要:Differential Evolution (DE) has been proven to be an efficient and robust algorithm for many real optimization problems. However, it still may converge toward local optimum solutions, need to manually adjust the parameters, and finding the best values for the control parameters is a consuming task. In this paper that proposed a dimension perturb strategy and self-adaptive F value in original DE to increase the exploration ability and exploitation ability. Self-adaptive has been found to be highly beneficial for adjusting control parameters. The performance of self-adaptive differential evolution algorithm with dimension perturb strategy (PSADE) is showed on the following performance measures by benchmark functions: the solution quality and solution stability. This paper has found that PSADE can efficiently find the global value of these functions.
  • 关键词:Differential Evolution;Dimension Perturb Strategy;Self-adaptive
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