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Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem

机译:混合禁忌搜索和不相关的并行机器调度问题的截断分支定界

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摘要

We consider the problem of scheduling a number of jobs on a number of unrelated parallel machines in order to minimize the makespan. We develop three heuristic approaches, i.e., a genetic algorithm, a tabu search algorithm and a hybridization of these heuristics with a truncated branch-and-bound procedure. This hybridization is made in order to accelerate the search process to near-optimal solutions. The branch-and-bound procedure will check whether the solutions obtained by the meta-heuristics can be scheduled within a tight upper bound. We compare the performances of these heuristics on a standard dataset available in the literature. Moreover, the influence of the different heuristic parameters is examined as well. The computational experiments reveal that the hybrid heuristics are able to compete with the best known results from the literature.
机译:我们考虑在多个无关的并行计算机上调度多个作业的问题,以最大程度地缩短工期。我们开发了三种启发式方法,即遗传算法,禁忌搜索算法以及这些启发式方法与截断的分支定界过程的混合。进行这种杂交是为了将搜索过程加速到接近最佳的解决方案。分支定界过程将检查通过元启发式方法获得的解是否可以在严格的上限内进行调度。我们在文献中提供的标准数据集上比较这些启发式方法的性能。此外,还检查了不同启发式参数的影响。计算实验表明,混合启发法能够与文献中最著名的结果相抗衡。

著录项

  • 来源
    《Computers & operations research》 |2015年第1期|107-117|共11页
  • 作者单位

    Faculty of Economics and Business Administration, Ghent University, Tweekerkenstraat 2, 9000 Gent, Belgium;

    Universidade Aberta, Rua da Escola Politecnica, 147, 1269-001 Lisbon, Portugal;

    Universidade Aberta, Rua da Escola Politecnica, 147, 1269-001 Lisbon, Portugal;

    Faculty of Economics and Business Administration, Ghent University, Tweekerkenstraat 2, 9000 Gent, Belgium,Operations and Technology Management Centre, Vlerick Leuven Gent Management School, Keep 1, 9000 Gent, Belgium,Department of Management Science and Innovation, University College London, Gower Street, London WC1E 6BT, United Kingdom;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Machine scheduling; SAT;

    机译:机器调度;SAT考试;

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