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Designing manufacturing cells: a staged approach and a tabu search algorithm

机译:设计制造单元:分阶段方法和禁忌搜索算法

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摘要

This paper proposes a three-stage approach for the manufacturing cells design problem and a tabu search scheme for its solution. The proposed approach is based on the observation that almost all computationally complex aspects can be incorporated in a middle stage optimization model. A preliminary parts grouping stage precedes and a stage eliminating remaining intercellular traffic follows. The tabu search scheme that solves the middle stage problem integrates proper short-and long-term memory structures and an overall search strategy for their use. At the code-development phase, special care has been taken to enhance the explorative capability of the algorithm by correlating search statistics with the values of the search parameters. The resulting algorithm is robust and produces more than promising results with negligible computational effort. In the absence of known optimal solutions for larger dimensions (more than 30 machines), datasets from mathematically similar areas were used. Tests with problems of size up to 50 also give encouraging results.
机译:本文针对制造单元设计问题提出了一种三阶段方法,并提出了一种禁忌搜索方案。所提出的方法基于以下观察:几乎所有计算复杂的方面都可以合并到中间阶段优化模型中。初步的部分分组阶段之前,随后是消除剩余的细胞间运输的阶段。解决中间阶段问题的禁忌搜索方案集成了适当的短期和长期存储结构以及使用它们的整体搜索策略。在代码开发阶段,通过将搜索统计信息与搜索参数的值相关联,已特别注意增强算法的探索能力。所产生的算法是健壮的,并且在计算量上可忽略不计,产生的结果超出了希望的结果。在没有已知的更大尺寸(超过30台机器)的最佳解决方案的情况下,使用了数学上相似区域的数据集。大小不超过50的问题的测试也给出了令人鼓舞的结果。

著录项

  • 来源
    《International Journal of Production Research》 |2003年第11期|p.2531-2546|共16页
  • 作者单位

    Department of Industrial Management & Technology, University of Piraeus, 80 Karaoli & Demetriou Str., GR-185 34 Piraeus, Greece;

  • 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 管理学;
  • 关键词

  • 入库时间 2022-08-17 13:44:39

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