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MAKE-TO-STOCK SYSTEMS WITH BACKORDERS: EPA GRADIENTS

机译:带回间的制作储蓄系统:EPA梯度

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We consider single-stage, single-product Make-to-Stock systems with random demand and random service (production) rate, where demand shortages at the inventory facility are backordered. The Make-to-Stock system is modeled as a stochastic fluid model (SFM), in which the traditional discrete arrival, service and departure stochastic processes are replaced by corresponding stochastic fluid-flow rate processes. IPA (Infinitesimal Perturbation Analysis) gradients of various performance metrics are derived with respect to parameters of interest (here, base-stock level and production rate), and are showed to be unbiased and easy to compute. The (random) IPA gradients are obtained via sample path analysis under very mild assumptions, and are inherently nonparametric in the sense that no specific probability law need be postulated. The formulas derived can be used in simulation, as well as in real-life systems.
机译:我们考虑单阶段,单产品的储蓄系统,随机需求和随机服务(生产)速率,库存设施的需求短缺延期。制造储蓄系统被建模为随机流体模型(SFM),其中传统的离散到达,服务和出发随机过程被相应的随机流体流量过程所取代。 IPA(无限扰动分析)各种性能度量的梯度是关于感兴趣的参数(这里,基础储蓄水平和生产率)来源的,并且显示出无偏,易于计算。通过在非常温和的假设下通过样品路径分析获得(随机)IPA梯度,并且在没有假设特定概率法的意义上固有地非参数。衍生的式可用于模拟,以及现实生活系统。

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