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A GRASP algorithm for flexible job-shop scheduling problem with limited resource constraints

机译:资源有限的GRASP算法解决柔性作业车间调度问题

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摘要

A greedy randomised adaptive search procedure (GRASP) is an iterative multi-start metaheuristic for difficult combinatorial optimisation. The GRASP iteration consists of two phases: a construction phase, in which a feasible solution is found and a local search phase, in which a local optimum in the neighbourhood of the constructed solution is sought. In this paper, a GRASP algorithm is presented to solve the flexible job-shop scheduling problem (FJSSP) with limited resource constraints. The main constraint of this scheduling problem is that each operation of a job must follow an appointed process order and each operation must be processed on an appointed machine. These constraints are used to balance between the resource limitation and machine flexibility. The model objectives are the minimisation of makespan, maximum workload and total workload. Representative benchmark problems are solved in order to test the effectiveness and efficiency of the GRASP algorithm. The computational result shows that the proposed algorithm produced better results than other authors' algorithms.
机译:贪婪的随机自适应搜索过程(GRASP)是迭代的​​多起始元启发式算法,用于组合优化困难。 GRASP迭代包括两个阶段:一个构建阶段,在其中找到一个可行的解决方案;一个局部搜索阶段,在其中寻找所构造解决方案附近的局部最优值。本文提出了一种GRASP算法来解决资源受限的柔性作业车间调度问题(FJSSP)。此调度问题的主要约束在于,作业的每个操作必须遵循指定的处理顺序,并且每个操作都必须在指定的机器上进行处理。这些约束条件用于在资源限制和机器灵活性之间取得平衡。该模型的目标是最小化制造期,最大工作量和总工作量。解决了代表性的基准测试问题,以测试GRASP算法的有效性和效率。计算结果表明,所提出的算法比其他作者的算法具有更好的效果。

著录项

  • 来源
    《International Journal of Production Research》 |2011年第8期|p.2409-2423|共15页
  • 作者单位

    Department of Production Engineering, National Institute of Technology, Tiruchirappalli, 620015 Tamilnadu, India;

    Department of Production Engineering, National Institute of Technology, Tiruchirappalli, 620015 Tamilnadu, India;

    Department of Production Engineering, National Institute of Technology, Tiruchirappalli, 620015 Tamilnadu, India;

    Department of Design and Technology, Loughborough University, Leicestershire, LEU 3TU, UK;

  • 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

    GRASP; flexible job-shop scheduling; metaheuristics; limited resource constraints;

    机译:把握;灵活的车间调度;元启发法有限的资源限制;

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