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A column generation-based approach for proportionate flexible two-stage no-wait job shop scheduling

机译:基于专栏的基于柱的比例柔性两级无等待作业商店调度

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摘要

Job shop scheduling, as one of the classical scheduling problems, has been widely studied in literatures, and proved to be mostly NP-hard. Although it is extremely difficult to solve job shop scheduling with no-wait constraint to optimality, the two-machine no-wait job shop scheduling to minimise makespan could be solvable in polynomial time when each job has exactly two equal length operations (proportionate job shop). In the present paper, an extension is attempted by considering a proportionate flexible two-stage no-wait job shop scheduling problem with minimum makespan, and a set-covering formulation is put forward which contains a master problem and a pricing problem. To solve this problem, a column generation (CG)-based approach is implemented. In comparison, a mixed integer programming model is constructed and optimised by Cplex. A series of randomly generated numerical instances are calculated. And the testing result shows that the mixed integer model handled by Cplex can only solve small scale cases, while the proposed CG-based method can conquer larger size problems in acceptable time.
机译:作业商店安排,作为经典调度问题之一,在文献中被广泛研究,并被证明大多数是NP-HARD。虽然难以解决与最优性的无等待约束的作业商店调度,但是两台机器无等待作业商店调度最小化MEPESPHAN可能在多项式时间内可解决,当每个作业完全两个相等的长度操作(比例作业)。在本文中,通过考虑与最小MakEspan的比例灵活的两级无等待作业商店调度问题来尝试扩展,并提出了一个集合覆盖制定,其中包含主问题和定价问题。为了解决这个问题,实现了基于列的方法(CG)方法。相比之下,通过CPLEX构建和优化混合整数编程模型。计算一系列随机生成的数值实例。并且测试结果表明,通过CPLEX处理的混合整数模型只能解决小规模的情况,而所提出的基于CG的方法可以在可接受的时间内征服大尺寸问题。

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