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Effective Neighborhood Generation Method in Search Algorithm for Flexible Job Shop Scheduling Problem

机译:灵活作业商店调度问题中搜索算法的有效邻域生成方法

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The flexible job shop scheduling problem (FJSSP) is an extension of the classical job shop scheduling problem (JSSP) that allocates jobs to resources while minimizing the maximum completion time of all the jobs. Machine assignment and job sequence are determined in the FJSSP. To efficiently solve the FJSSP, which is a non-deterministic polynomial-time hard problem, a heuristic method must be used. In previous studies, the FJSSP has been solved using neighborhood algorithms that employ various metaheuristic methods. These approaches constrain the neighborhood operation to jobs on a critical path and simultaneously change the machine assignment and job sequence. Branches on the critical path are easily generated in the FJSSP search processes; this branch structure can improve the efficiency of the FJSSP. This study investigates two neighborhood search algorithms used for changing the machine assignment and job sequence via a critical path. The first method changes the machine assignment and job sequence simultaneously, whereas the second method changes them independently. In this study, we propose an efficient neighborhood generating method using a branch block of critical path.
机译:灵活的作业商店调度问题(FJSSP)是经典作业商店调度问题(JSESP)的扩展,它将作业分配给资源,同时最大限度地减少所有作业的最大完成时间。在FJSSP中确定机器分配和作业序列。为了有效地解决FJSSP,即非确定性多项式难题,必须使用启发式方法。在以前的研究中,使用邻域算法来解决了使用各种成逐型方法的FJSSP。这些方法将邻域操作限制为关键路径上的作业,并同时更改机器分配和作业序列。在FJSSP搜索过程中很容易生成关键路径上的分支;该分支结构可以提高FJSSP的效率。本研究调查了两个邻域搜索算法,用于通过关键路径更改机器分配和作业序列。第一种方法同时更改机器分配和作业序列,而第二种方法独立改变它们。在本研究中,我们提出了一种使用临界路径的分支块的高效邻域生成方法。

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