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Multi-stage group scheduling problems with sequence dependent setups.

机译:与序列相关的设置的多阶段小组调度问题。

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摘要

The challenges faced by manufacturing companies have forced them to become more efficient. Cellular manufacturing is a concept that has been accepted as a technique for increasing manufacturing productivity in batch type production by efficient grouping of parts (jobs) with some similarities in processing operations into groups and sequentially matching machine cell capabilities for performing these operations. In each cell, fording the best sequence of processing the assigned groups to the cell and the jobs in each group by considering some measure of effectiveness, improves the efficiency of production.; In this research, it is assumed that n groups are assigned to a cell that has m machines. Each group includes bi jobs (i = 1, 2, ..., n). The set-up time of a group for each machine depends on the immediately preceding group that is processed on that machine (i.e., sequence dependent set-up time). The goal is to find the best sequence of processing jobs and groups by considering minimization of makespan or minimization of sum of the completion times.; The proposed problems are proven to be NP-hard. Thus, three heuristic algorithms based on tabu search are developed to solve problems. Also, two different initial solution generators are developed to aid in the application of the tabu search-based algorithms.; The lower bounding techniques are developed to evaluate the quality of solutions of the heuristic algorithms. For minimizing makespan, a lower bounding technique based on relaxing a few constraints of the mathematical model is developed. For minimizing sum of the completion times, a lower bounding approach based on Branch-and-Price (B&P) technique is developed.; Because several versions of tabu search are used to solve the problem, to find the best heuristic algorithm, random test problems, ranging in size from small, medium, to large are created and solved by the heuristic algorithms. A detailed statistical experiment, based on nested split-plot design, is performed to find the best heuristic algorithm and the best initial solution generator. The results of the experiment show that the tabu search-based algorithms can provide good quality solutions for the problems with an average percentage error of 8.15%.
机译:制造公司所面临的挑战迫使他们变​​得更有效率。蜂窝制造是已被接受的一种技术,该技术通过在处理操作中具有一些相似性的零件(作业)进行有效分组,从而有效地提高了批生产中的制造生产率,并依次匹配了执行这些操作的机器单元功能。在每个单元中,通过考虑有效性的某种度量,为处理分配给该单元的组和该组中的工作的最佳顺序,可以提高生产效率。在这项研究中,假定将n个组分配给具有m个计算机的单元。每个组包括两个作业(i = 1、2,...,n)。每台机器的组设置时间取决于在该机器上处理的紧接在前的组(即,取决于序列的设置时间)。目标是通过考虑最小化制造时间或最小化完成时间的总和来找到最佳的加工作业和分组顺序。所提出的问题被证明是NP难题的。因此,开发了三种基于禁忌搜索的启发式算法来解决问题。同样,开发了两个不同的初始解生成器,以帮助基于禁忌搜索的算法的应用。开发了下限技术来评估启发式算法的解的质量。为了最小化制造时间,开发了一种基于放宽数学模型的一些约束的下限技术。为了使完成时间的总和最小化,开发了一种基于分支价格法(B&P)的下界方法。由于使用了禁忌搜索的几种版本来解决该问题,为了找到最佳的启发式算法,启发式算法创建并解决了大小从小,中到大的随机测试问题。基于嵌套拆分图设计的详细统计实验被执行,以找到最佳的启发式算法和最佳的初始解生成器。实验结果表明,基于禁忌搜索的算法可以为这些问题提供高质量的解决方案,平均百分比误差为8.15%。

著录项

  • 作者

    Salmasi, Nasser.;

  • 作者单位

    Oregon State University.;

  • 授予单位 Oregon State University.;
  • 学科 Engineering Industrial.
  • 学位 Ph.D.
  • 年度 2005
  • 页码 221 p.
  • 总页数 221
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 一般工业技术;
  • 关键词

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