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首页> 外文期刊>Journal of Optimization Theory and Applications >Managing Dynamic Inventory Systems with Product Returns: A Markov Decision Process
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Managing Dynamic Inventory Systems with Product Returns: A Markov Decision Process

机译:使用产品退货管理动态库存系统:马尔可夫决策过程

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摘要

This paper presents a Markov decision process for managing inventory systems with Markovian customer demand and Markovian product returns. Employing functional analysis, we prove the existence of the optimal replenishment policies for the discounted-cost and average-cost problems when demand, returns, and cost functions are of polynomial growth. Our model generalizes literature results by integrating Markovian demand, Markovian returns, and positive replenishment lead times. In particular, the optimality of the reorder point, order-up-to policies is proved when the order cost consists of fixed setup and proportional cost components and the inventory surplus cost is convex. We then make model extensions to include different cost components and to differentiate returned products from new ones. Finally, we derive managerial insights for running integrated closed-loop supply chains. At the aggregate level, returns reduce effective demand while many structural characteristics of inventory models are intact. A simple heuristic for managing systems with returns is to still utilize literature results without returns, but effective demand is lower than customer demand.
机译:本文提出了一个用于管理具有马尔可夫客户需求和马尔可夫产品退货的库存系统的马尔可夫决策过程。通过功能分析,我们证明了当需求,回报和成本函数为多项式增长时,存在针对折扣成本和平均成本问题的最优补货策略。我们的模型通过整合马尔可夫需求,马尔可夫收益和正的补货提前期来概括文献结果。特别是当订单成本由固定成本和比例成本构成,且库存剩余成本凸时,证明了再订货点,订购至策略的最优性。然后,我们进行模型扩展,以包括不同的成本要素,并使退回的产品与新产品区分开。最后,我们得出了运行集成式闭环供应链的管理见解。从总体上看,退货减少了有效需求,而存货模型的许多结构特征仍然完好无损。管理有退货的系统的一种简单试探法是仍然利用没有退货的文献结果,但是有效需求低于客户需求。

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