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Optimal Policy for a Stochastic Scheduling Problem with Applications to Surgical Scheduling

机译:随机调度问题的最优策略及其在外科手术中的应用

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We consider the stochastic, single-machine earliness/tardiness problem (SET), with the sequence of processing of the jobs and their due-dates as decisions and the objective of minimizing the sum of the expected earliness and tardiness costs over all the jobs. In a recent paper, Baker () shows the optimality of the Shortest-Variance-First (SVF) rule under the following two assumptions: (a) The processing duration of each job follows a normal distribution. (b) The earliness and tardiness cost parameters are the same for all the jobs. In this study, we consider problem SET under assumption (b). We generalize Baker's result by establishing the optimality of the SVF rule for more general distributions of the processing durations and a more general objective function. Specifically, we show that the SVF rule is optimal under the assumption of dilation ordering of the processing durations. Since convex ordering implies dilation ordering (under finite means), the SVF sequence is also optimal under convex ordering of the processing durations. We also study the effect of variability of the processing durations of the jobs on the optimal cost. An application of problem SET in surgical scheduling is discussed.
机译:我们将随机的单机提前/迟到问题(SET)视为问题,将处理工作的顺序及其到期日作为决定,并以将所有工作的预期提前和迟到成本的总和最小化为目标。在最近的一篇论文中,Baker()在以下两个假设下显示了最短方差优先(SVF)规则的最优性:(a)每个作业的处理持续时间遵循正态分布。 (b)所有工作的提前和拖延成本参数都相同。在这项研究中,我们考虑假设(b)下的问题SET。我们通过建立SVF规则的最优性来推广Baker的结果,以使处理持续时间更一般地分布并且目标函数更一般。具体而言,我们表明,在处理持续时间按膨胀顺序进行假设的情况下,SVF规则是最佳的。由于凸排序意味着扩张排序(在有限的手段下),所以在处理持续时间的凸排序下,SVF序列也是最佳的。我们还研究了作业处理持续时间的可变性对最佳成本的影响。讨论了问题SET在手术调度中的应用。

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