双源库存系统中定制基波策略的渐近最优性

Asymptotic Optimality of Tailored Base-Surge Policies in Dual-Sourcing Inventory Systems

Management Science · 2017
被引 99
人大 A+FT50UTD24ABS 4*

中文导读

研究了双源库存系统中定制基波策略的渐近最优性,证明当常规供应商的交货期很大时该策略是最优的,为长期存在的理论问题提供了基础。

Abstract

Dual-sourcing inventory systems, in which one supplier is faster (i.e., express) and more costly, while the other is slower (i.e., regular) and cheaper, arise naturally in many real-world supply chains. These systems are notoriously difficult to optimize because of the complex structure of the optimal solution and the curse of dimensionality, having resisted solution for over 40 years. Recently, so-called tailored base-surge (TBS) policies have been proposed as a heuristic for the dual-sourcing problem. Under such a policy, a constant order is placed at the regular source in each period, while the order placed at the express source follows a simple order-up-to rule. Numerical experiments by several authors have suggested that such policies perform well as the lead time difference between the two sources grows large, which is exactly the setting in which the curse of dimensionality leads to the problem becoming intractable. However, providing a theoretical foundation for this phenomenon has remained a major open problem. In this paper, we provide such a theoretical foundation by proving that a simple TBS policy is indeed asymptotically optimal as the lead time of the regular source grows large, with the lead time of the express source held fixed. Our main proof technique combines novel convexity and lower-bounding arguments, an explicit implementation of the vanishing discount factor approach to analyzing infinite-horizon Markov decision processes, and ideas from the theory of random walks and queues, significantly extending the methodology and applicability of a novel framework for analyzing inventory models with large lead times recently introduced by Goldberg and coauthors in the context of lost-sales models with positive lead times. This paper was accepted by Gad Allon, operations management.

双源库存定制基荷策略渐近最优性提前期