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Setup tasks scheduling during production resettings

机译:生产重置期间的设置任务计划

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摘要

Production waste reduction during production resettings is critical in the industry as it is the key point of flexibility increase. One way to improve production waste is to assign setup tasks efficiently to operators. This article describes a possible model of this problem adapted to a real-life application. This model is based on an unrelated parallel machines problem that takes into consideration the skills of the operators and the production line structure. The nature of the data and some industrial constraints help us simplifying this problem into an assignment problem. As often in the industry, the objective is to maximise production. Because most production lines are complex series parallel lines, it is often possible to maintain production even if not all machines are running. This particularity makes the criterion hard to express as it depends on the line structure. In this article we describe three heuristics to solve this problem: a hill climbing algorithm, a genetic algorithm and a memetic algorithm that combines the advantages of the two previous algorithms. The neighbourhood used for these algorithms is based on multiple exchanges of tasks between operators.
机译:减少生产重置过程中的生产浪费在行业中至关重要,因为这是提高灵活性的关键。减少生产浪费的一种方法是将设置任务有效地分配给操作员。本文介绍了适用于实际应用的此问题的可能模型。该模型基于不相关的并行机问题,该问题考虑了操作员的技能和生产线结构。数据的性质和一些工业约束条件帮助我们将这个问题简化为分配问题。像行业中通常那样,目标是使产量最大化。由于大多数生产线都是复杂的串联并行生产线,因此即使不是所有机器都在运行,通常也可以维持生产。这种特殊性使准则难以表达,因为它取决于线路结构。在本文中,我们描述了三种启发式方法来解决此问题:爬山算法,遗传算法和模因算法,结合了前两种算法的优点。这些算法所使用的邻域基于操作员之间的多次任务交换。

著录项

  • 来源
    《International Journal of Production Research》 |2011年第24期|p.6787-6811|共25页
  • 作者

    C. Pessan; E. Neron;

  • 作者单位

    Laboratoire d'informatique de I'Vniversite Franpois Rabelais Tours, 64 avenue Jean Portalis, Tours, F-37200, France,SKF France SA, Industrial Division/MDGBB Factory, 204 boulevard Charles de Gaulle, Saint-Cyr-sur-Loire, F-37540, France;

    Laboratoire d'informatique de I'Vniversite Franpois Rabelais Tours, 64 avenue Jean Portalis, Tours, F-37200, France;

  • 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

    production resetting; changeover; meta-heuristic; scheduling; memetic algorithm;

    机译:生产重置;转换元启发式排程模因算法;
  • 入库时间 2022-08-17 13:38:16

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