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文章基本信息

  • 标题:Improved Particle Swarm Optimization for Constrained Optimization
  • 作者:Zhicheng Qu ; Qin Yang
  • 期刊名称:International Journal of Education and Management Engineering(IJEME)
  • 印刷版ISSN:2305-3623
  • 电子版ISSN:2305-8463
  • 出版年度:2012
  • 卷号:2
  • 期号:2
  • 页码:21-28
  • 出版社:MECS Publisher
  • 摘要:In this paper, we present an improved particle swarm optimization (PSO) algorithm to solve constrained optimization problems. The proposed approach, called MPSO, employs a novel mutation operator to enhance the global search ability of PSO. In order to deal with constrains, MPSO uses mean violations mechanism and boundaries search. Simulation results on five famous benchmark problems show that MPSO achieves better results than standard PSO and another variant of PSO.
  • 关键词:Particle swarm optimization (PSO); evolutionary computation; constranined optimization
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