Minimum queuing delay: an adaptive algorithm for scheduling in a dynamic job shop

C. Tham, Rui Lou, Hoon-Tong Ngin
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引用次数: 2

Abstract

The problem of scheduling on the job shop floor is widely encountered in the manufacturing industry. However, generating good job shop schedules in a reasonable time remains a challenging problem, because of its inherent computational complexity. Dynamic job shop scheduling (DJSS) has been proven to be an intractable analytical problem and is largely solved by combinatorial analysis in traditional research. The NP-complete nature of the problem forces many assumptions to be made, which limit the use of analytical methods in practical problem solving. In this paper, the authors propose a new scheme named minimum queuing delay (MQD) for scheduling in a dynamic job shop derived from fair queuing service disciplines for asynchronous transfer mode (ATM) networks. This scheme combines the job process-time and work-content of jobs in the current queues into the dispatching methodology. The main advantage of this scheme is that the queuing delays suffered by all the jobs at every machine are minimized, leading to a minimized maximum completion time (make-span). A smaller queuing delay variation is also achieved using this algorithm. Results from experiments conducted on a testbed with several embedded controllers are presented.
最小排队延迟:动态作业车间调度的自适应算法
作业车间的调度问题是制造业中普遍遇到的问题。然而,由于其固有的计算复杂性,在合理的时间内生成良好的作业车间调度仍然是一个具有挑战性的问题。动态作业车间调度是一个难以解决的分析问题,传统的研究大多采用组合分析的方法来解决。这个问题的np完备性迫使我们做出许多假设,这限制了分析方法在实际问题解决中的应用。针对异步传输模式(ATM)网络,从公平排队服务原则出发,提出了一种动态作业车间调度的最小排队延迟(MQD)方案。该方案将当前队列中作业的作业过程时间和作业内容结合到调度方法中。这种方案的主要优点是,每台机器上所有作业所遭受的排队延迟被最小化,从而导致最大完成时间(make-span)最小化。该算法还实现了较小的排队延迟变化。最后给出了在多个嵌入式控制器的试验台上的实验结果。
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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