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文章基本信息

  • 标题:A distributed evolutionary algorithm with a superlinear speedup for solving the vehicle routing problem
  • 其他标题:A distributed evolutionary algorithm with a superlinear speedup for solving the vehicle routing problem
  • 作者:Puljić, Krunoslav ; Manger, Robert
  • 期刊名称:COMPUTING AND INFORMATICS
  • 印刷版ISSN:1335-9150
  • 出版年度:2012
  • 卷号:31
  • 期号:3
  • 页码:675
  • 语种:English
  • 出版社:COMPUTING AND INFORMATICS
  • 摘要:In this paper we present a distributed evolutionary algorithm for solving the capacitated vehicle routing problem. Our algorithm consists of autonomous processes that create heterogeneous evolutionary environments, perform evolution on separate populations of chromosomes, and communicate asynchronously through occasional migrations of chromosomes. The paper also presents experiments where the algorithm has been tested on some benchmark problem instances. By measuring the effects of distribution on solution quality and on computing time, the experiments confirm that the algorithm achieves a superlinear speedup.
  • 关键词:Vehicle routing problem; evolutionary algorithms; distributed algorithms; superlinear speedup; experiments;90C27; 90C35; 90C59; 68W15; 68W40
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