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EXTENDED REACTIVE SCHEDULING METHOD USING CO-EVOLUTIONARY GENETIC ALGORITHMS

机译:基于协同进化遗传算法的扩展反应时间调度方法

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摘要

The objective of this research is to propose a new reactive scheduling method to improve disturbed production schedules, due to unscheduled disruptions such as delays of manufacturing operations. Previous researches provided a reactive scheduling method using the genetic algorithm to modify loading sequences of jobs on each resource in the production schedules. This paper deals with an extension of the reactive scheduling method to modify not only the loading sequences but also machining sequences of jobs by using co-evolutionary genetic algorithms. Two different kinds of individuals for the loading sequences and the machining sequences are generated and modified simultaneously in co-evolutionary processes. A prototype of new reactive scheduling system was developed, and the effectiveness of the proposed method was evaluated against the ones of other reactive scheduling methods through some computational experiments.
机译:这项研究的目的是提出一种新的反应式调度方法,以改善由于计划外的中断(例如制造操作的延迟)而导致的生产计划混乱。先前的研究提供了一种反应式调度方法,该方法使用遗传算法来修改生产调度中每种资源上作业的加载顺序。本文提出了一种反应式调度方法的扩展,它可以通过使用协同进化遗传算法来修改作业的加载顺序和加工顺序。在协同进化过程中,会同时生成和修改两种不同的加载顺序和加工顺序个体。开发了一种新的无功调度系统的原型,并通过一些计算实验,与其他无功调度方法相比,评估了该方法的有效性。

著录项

  • 来源
  • 会议地点 Shanghai(CN);Shanghai(CN)
  • 作者单位

    Graduate School of Engineering, Osaka Prefecture University, 1-1 Gakuen-cho Naka-ku Sakai,Osaka 599-8531, Japan;

    Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology, 4259 Nagatsuta-cho Midori-ku Yokohama, Kanagawa 226-8502, Japan;

    Graduate School of Engineering, Osaka Prefecture University, 1-1 Gakuen-cho Naka-ku Sakai,Osaka 599-8531, Japan;

    Graduate School of Engineering, Osaka Prefecture University, 1-1 Gakuen-cho Naka-ku Sakai,Osaka 599-8531, Japan;

    Graduate School of Engineering, Osaka Prefecture University, 1-1 Gakuen-cho Naka-ku Sakai,Osaka 599-8531, Japan;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 企业生产管理;
  • 关键词

    Reactive scheduling; Genetic algorithm; Co-evolution; Process planning and scheduling.;

    机译:反应式调度;遗传算法共同进化;工艺计划和调度。;

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