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A genetic algorithm-based scheduler for multiproduct parallel machine sheet metal job shop

机译:基于遗传算法的多产品并行机钣金车间调度程序

摘要

This paper presents a genetic algorithm-based job-shop scheduler for a flexible multi-product, parallel machine sheet metal job shop. Most of the existing research has focused only on permutation job shops in which the manufacturing sequence and routings are strictly in a predefined order. This effectively meant that only the jobs shops with little or no flexibility could be modeled using these models. The real life job shops may have flexibility of routing and sequencing. Our paper proposes one such model where variable sequences and multiple routings are possible. Another limitation of the existing literature was found to be negligence of the setup times. In many job shops like sheet metal shops, setup time may be a very sizable portion of the total make-span of the jobs, hence setup times will be considered in this work. One more flexibility type arises as a direct consequence of the routing flexibility. When there are multiple machines (parallel machines) to perform the same operation, the job could be routed to one or more of these machines to reduce the make-span. This is possible in situations where each job consists of a pre-defined quantity of a specified product. In other words, same job is quantity-wise split into two or more parts whenever it reduces the makespan. This effectively assumes that the setup cost is negligible. This model has been implemented on a real-life industry problem using VB.Net programming language. The results from the scheduler are found to be better than those obtained by simple sequencing rules.
机译:本文提出了一种基于遗传算法的柔性多产品并行机器钣金车间的车间调度程序。现有的大多数研究仅集中在排列工作车间,在这些车间中,制造顺序和工艺路线严格按照预定的顺序进行。这实际上意味着只能使用这些模型来建模几乎没有灵活性或没有灵活性的车间。现实生活中的车间可能具有路由和排序的灵活性。我们的论文提出了一种这样的模型,其中可变序列和多重路由是可能的。发现现有文献的另一个限制是设置时间的疏忽。在诸如钣金车间之类的许多工作车间中,准备时间可能占工作总工时的很大一部分,因此在此工作中将考虑准备时间。路由灵活性的直接结果是出现了另一种灵活性类型。当有多台机器(并行机器)执行相同的操作时,可以将作业路由到这些机器中的一台或多台机器以减少制造时间。在每个作业包含预定数量的指定产品的情况下,这是可能的。换句话说,每当减少有效期时,同一份作业就会按数量分成两部分或更多部分。这有效地假设设置成本可忽略不计。该模型已使用VB.Net编程语言解决了现实生活中的行业问题。发现调度程序的结果比通过简单排序规则获得的结果更好。

著录项

  • 作者

    Chan FTS; Choy KL; Bibhushan;

  • 作者单位
  • 年度 2011
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类

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