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An agent-based genetic algorithm for hybrid flowshops with sequence dependent setup times to minimise makespan

机译:用于混合流水车间的基于代理的遗传算法,其序列依赖的建立时间可最大程度地减少制造时间

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摘要

This paper deals with a variant of flowshop scheduling, namely, the hybrid or flexible flowshop with sequence dependent setup times. This type of flowshop is frequently used in the batch production indus try and helps reduce the gap between research and operational use. This scheduling problem is NP-hard and solutions for large problems are based on non-exact methods. An improved genetic algorithm (GA) based on software agent design to minimise the makespan is presented. The paper proposes using an inherent characteristic of software agents to create a new perspective in GA design. To verify the devel oped metaheuristic, computational experiments are conducted on a well-known benchmark problem dataset. The experimental results show that the proposed metaheuristic outperforms some of the well known methods and the state-of-art algorithms on the same benchmark problem dataset.
机译:本文讨论了Flowshop调度的一种变体,即具有序列相关设置时间的混合或灵活Flowshop。这种类型的流水车间经常在批量生产行业中使用,有助于缩小研究和运营使用之间的差距。此调度问题是NP难题,大问题的解决方案基于非精确方法。提出了一种基于软件代理设计的改进遗传算法(GA),以最小化制造周期。本文提出利用软件代理的固有特性在遗传算法设计中创建新的视角。为了验证开发的元启发式方法,对众所周知的基准问题数据集进行了计算实验。实验结果表明,在相同的基准问题数据集上,所提出的元启发式算法优于某些众所周知的方法和最新算法。

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  • 来源
    《Expert systems with applications》 |2012年第9期|p.8095-8107|共13页
  • 作者单位

    Centra de Investigation de Cestion e Ingenieria de la Production, Universitat Politecnica de Valentin. Cno. de Vera s, Valenaa 46022. Spain;

    Research Group in Reengineering, Operations Management, Croup Work and Logistics Excellence, Universitat Politecnica de Valencia. Cno. de Vera s, Valencia 46022, Spain;

    Centra de Investigation de Cestion e Ingenieria de la Production, Universitat Politecnica de Valentin. Cno. de Vera s, Valenaa 46022. Spain;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    hydrid flowshop; sequence dependent setup times; agent; genetic algorithm; makespan;

    机译:混合流水车间;与序列有关的建立时间;代理商遗传算法制作时间;

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