An Extended NEH based Method for Permutation Flowshop Scheduling Problem

Shun Ito, Kazuho Kanahara, Tetsuya Oda, K. Katayama
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Abstract

The Permutation Flowshop Scheduling Problem (PFSP) is an important manufacturing scheduling problem where jobs have to be processed on machines, with each job following the same order at the machines. Since the problem to minimize makespan has been proven NP-hard when the number of is larger than three, a number of heuristic methods have been developed for finding high quality solutions in a reasonable computation time. NEH heuristic is one of the most efficient and effective constructive heuristic methods for PFSP. NEH algorithm consists of two key steps 1) order jobs based on priority rule (the original one is the sum (average) processing times of each job); 2) insert jobs one by one according to the initial job order to construct a sequence (solution) of jobs by testing all possible inserting positions for unscheduled jobs. Since the first step is crucial for the resulting solution quality, many different priority rules have been investigated. It is well known that the priority rule based on two moments of the average and standard deviation of processing times to order jobs is effective. Furthermore, a more effective priority rule including a third moment called skewness has been developed recently. In this paper, we present an extended NEH based method called Extended NEH (E-NEH) for PFSP in which the appropriate combination of moments is selected from the three moments step by step, depending on the search situation. Computational results on benchmark problem set showed that E-NEH obtained better results, or at least the competitive ones, than the original NEH and other NEH based methods including the rules based on the three moments although more computation times are required.
基于扩展NEH的置换流水车间调度方法
排列流水车间调度问题(PFSP)是一个重要的制造调度问题,其中作业必须在机器上加工,每个作业在机器上遵循相同的顺序。由于最小化完工时间的问题已经被证明是np困难的,当数量大于3时,已经开发了许多启发式方法来在合理的计算时间内找到高质量的解决方案。NEH启发式是一种最有效的建设性启发式方法。NEH算法包括两个关键步骤:1)根据优先级规则对作业排序(原始规则是每个作业处理时间的和(平均));2)根据初始作业顺序逐个插入作业,通过测试非计划作业的所有可能插入位置来构造作业序列(解)。由于第一步对最终的解决方案质量至关重要,因此研究了许多不同的优先级规则。众所周知,基于处理时间的平均和标准差的两个时刻来排序作业的优先级规则是有效的。此外,最近还开发了一种更有效的优先规则,其中包括称为偏度的第三矩。本文提出了一种基于扩展NEH的PFSP扩展NEH (E-NEH)方法,该方法根据搜索情况从三个矩中逐步选择合适的矩组合。在基准问题集上的计算结果表明,尽管需要更多的计算时间,但E-NEH比原始的NEH和其他基于NEH的方法(包括基于三矩的规则)获得了更好的结果,至少是有竞争力的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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