Numerical assessment on makespan minimization by adopting NEH heuristics in permutation flow shop

Chong Zheng Ziao, S. Kamaruddin
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Abstract

Permutation flow shop problem (PFSP) is one of the important subclass of scheduling, where the order in each process remains unchanged for all machines. Few algorithms have been developed for deciding the sequence of n jobs and m machines to minimize makespan in the flow shop. Throughout the last 30 years, the NEH heuristic developed by Nawaz, Enscore and Ham has been commonly regarded as the best heuristic for minimizing the makespan in permutation flow shops. This heuristic is basically divided into two main stages: generate an initial sequence with decreasing total processing time and insert into the schedule accordingly. In this paper, total of 50 flow-shop problems were solved with the number of machines and jobs being set at a range of 4 to 25. Whereas the process times of the jobs were randomly generated with range 1 to 10 using Microsoft Excel spreadsheet. Performance of the heuristic was validated using the relative percentage deviation (RPD) formula based on the makespan generated by CDS heuristic proposed by Campbell, Dudek and Smith. The generated results through Excel modeling showed that NEH heuristic outperforms CDS heuristic. This statement correspond with the previous studies. Therefore, the Excel modelling is said to be an encouraging direction for solving scheduling problems in future research.
基于NEH启发式的置换流水车间最大完工时间最小化数值评价
置换流车间问题(PFSP)是调度问题的一个重要子类,该问题要求所有机器的各工序的顺序保持不变。在流程车间中,很少有算法用于确定n个作业和m台机器的顺序以最小化完工时间。在过去的30年中,由Nawaz, Enscore和Ham开发的NEH启发式通常被认为是最小化置换流商店最大完工时间的最佳启发式。这种启发式方法基本上分为两个主要阶段:生成一个总处理时间减少的初始序列,并相应地插入到调度中。本文求解了50个流程车间问题,其中机器和作业的数量设置在4到25个之间。而作业的处理时间是使用Microsoft Excel电子表格随机生成的,范围为1到10。基于Campbell, Dudek和Smith提出的CDS启发式生成的makespan,使用相对百分比偏差(RPD)公式验证了启发式的性能。通过Excel建模生成的结果表明,NEH启发式优于CDS启发式。这一说法与以往的研究一致。因此,Excel建模被认为是未来研究中解决调度问题的一个令人鼓舞的方向。
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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