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A filtered-beam-search-based heuristic algorithm for flexible job-shop scheduling problem

机译:柔性作业车间调度问题的基于滤波光束搜索的启发式算法

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摘要

Scheduling for the flexible job-shop is a very important issue in both fields of combinatorial optimization and production operations. However, due to combination of the routing and sequencing problems, flexible job-shop scheduling problem (FJSP) presents additional difficulty than the classical job-shop scheduling problem and requires more effective algorithms. This paper developed a filtered-beam-search-based heuristic algorithm (named as HFBS) to find sub-optimal schedules within a reasonable computational time for the FJSP with multiple objectives of minimising makespan, the total workload of machines and the workload of the most loaded machine. The proposed algorithm incorporates dispatching rules based heuristics and explores intelligently the search space to avoid useless paths, which makes it possible to improve the search speed. Through computational experiments, the performance of the presented algorithm is evaluated and compared with those of existing literature and those of commonly used dispatching rules, and the results demonstrate that the proposed algorithm is an effective and practical approach for the FJSP.
机译:在组合优化和生产操作这两个领域,灵活的车间调度都是一个非常重要的问题。但是,由于路由和排序问题的结合,灵活的车间调度问题(FJSP)比传统的车间调度问题提出了更多的困难,并且需要更有效的算法。本文开发了一种基于过滤光束搜索的启发式算法(称为HFBS),以在合理的计算时间内找到FJSP的次优计划,从而实现多个目标,即最小化制造时间,减少机器的总工作量以及最大程度地减少工作量。加载的机器。所提出的算法结合了基于启发式的调度规则,并智能地探索了搜索空间以避免不必要的路径,从而有可能提高搜索速度。通过计算实验,对所提算法的性能进行了评价,并与现有文献和常用调度规则进行了比较,结果表明所提算法是一种有效且实用的FJSP方法。

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