缺少关于使用PSO使浮动预约预约的建议

Rizki Habibi, A. Panjaitan, M. firdaus
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引用次数: 0

摘要

生产调度问题是在有n个作业和m台机器的流水车间中,为了使所有作业的总完成时间最小,即通常所说的makespan,得到将作业的作业分配给可用机器的调度顺序。本研究采用优化技术方法,结合粒子群算法求解有序流群调度问题的最大完工时间。通过在一个包含240个不同作业和机器组合数量的基准数据集上进行测试,评估了所提出的调度算法的性能。最小度量是通过PSO调度获得的,PSO的进程在最后10个迭代中没有更好的完工时间的值变化时停止在某个迭代中。在常规流调度中,粒子群算法的性能是高效的,使用最多的19次迭代,最长的执行时间为28.42秒或不到半分钟,即调度机器和作业数量最多的实例。在本研究中,仅对结果的最小正向和执行时间进行了分析。进一步的研究不仅可以通过测量最小完工时间来扩展,比如测量总流时间、总延迟时间等。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MINIMASI MAKESPAN PADA PERSOALAN PENJADWALAN ORDERED FLOWSHOP MENGGUNAKAN PSO
The production scheduling problem is in the kind of flowshop with n jobs and m machines, to get the order of the schedule for allocating operations of the jobs to the available machines so as to get the minimum total time for completion of all job or commonly called makespan. This study uses an optimization technique approach with the PSO algorithm to get minimum makespan on the ordered flowhop scheduling problem. The performance of the scheduling algorithm presented is evaluated by testing on a benchmark data set of 240 variations in the combination number of jobs and machines. The minimum measure is obtained as a result of scheduling with PSO, whose process stops at a certain iteration when in the last 10 iterations there is no change in the value of a better makespan. The performance of the PSO algorithm is efficient at regular flow scheduling with the use of the most iterations of 19 iterations and the longest execution time of 28.42 seconds or less than half a minute, namely scheduling instances with the largest number of machines and jobs. In this research, only the analysis of the resulting minimal forward and the time of execution was carried out. Further research can be extended by not only measuring the minimum makespan, such as measuring total flowtime, total tardiness, and others.
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