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A rank-based constraint handling technique for engineering design optimization problems solved by genetic algorithms

机译:遗传算法解决工程设计优化问题的基于秩的约束处理技术

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摘要

This work presents a constraint handling technique (CHT) for the solution of real-world engineering optimization problems by evolutionary algorithms. Referred to as the Multiple Constraint Ranking (MCR), it extends the rank-based approach from many CHTs, by building multiple separate queues based on the values of the objective function and the violation of each constraint. This way, it overcomes difficulties found by other techniques when faced with complex problems characterized by several constraints with different orders of magnitude and/or different units.
机译:这项工作提出了一种使用进化算法解决实际工程优化问题的约束处理技术(CHT)。称为多重约束排序(MCR),它通过基于目标函数的值和违反每个约束的条件构建多个单独的队列,从而扩展了许多CHT中基于排名的方法。这样,它克服了其他技术在遇到复杂问题时遇到的困难,这些复杂问题的特征是具有几个数量级和/或不同单位的约束。

著录项

  • 来源
    《Computers & Structures》 |2017年第7期|77-87|共11页
  • 作者单位

    Univ Fed Rio de Janeiro, Postgrad Inst, Civil Engn Program, PEC,COPPE,UFRJ, Ave Pedro Calmon S-N,Cidade Univ, BR-21941596 Rio De Janeiro, RJ, Brazil;

    Univ Fed Rio de Janeiro, Postgrad Inst, Civil Engn Program, PEC,COPPE,UFRJ, Ave Pedro Calmon S-N,Cidade Univ, BR-21941596 Rio De Janeiro, RJ, Brazil;

    UFJF Fed Univ Juiz De Fora, Appl & Computat Mech Dept, Rua Jose Lourenco Kelmer S-N, BR-36036330 Juiz De Fora, MG, Brazil;

    LAMCSO Lab Comp Methods & Offshore Syst, Ave Pedro Calmon S-N,Cidade Univ, BR-21941596 Rio De Janeiro, RJ, Brazil|Univ Fed Rio de Janeiro, Postgrad Inst, Civil Engn Program, PEC,COPPE,UFRJ, Ave Pedro Calmon S-N,Cidade Univ, BR-21941596 Rio De Janeiro, RJ, Brazil;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Optimization; Genetic algorithms; Constraint-handling techniques;

    机译:优化;遗传算法;约束处理技术;

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