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有限种群中多类顾客有限库存的最优分配

Optimal Allocation of Limited Inventory Among Multiclass Customers with Finite Populations

Operations Research · 2025
被引 0
人大 AFT50UTD24ABS 4*

中文导读

研究了有限种群中多类顾客的库存分配问题,发现最优策略是逐步限制而非扩大低优先级顾客的访问,并提出了一个流体模型作为大系统下的近似解,对医疗、人道主义及商业销售有应用价值。

Abstract

New Analytical Insights on Inventory Allocation How should a limited inventory of a single resource be allocated across multiple customer groups with distinct rewards and arrival rates, especially when each group has a finite population? In their paper “Optimal allocation of limited inventory among multiclass customers with finite populations” in Operations Research, the authors develop a stochastic framework and formulate the problem as a Markov decision process. By analyzing the structure of the optimal value function, they reveal a new insight; rather than gradually expanding access to lower-priority groups over time, it is in fact optimal to progressively restrict access to these groups. The paper also introduces a fluid model with an explicit solution, which provides a good approximation when the system size is large. These findings offer both theoretical and practical contributions to inventory allocation problems, with potential applications in healthcare and humanitarian resource management as well as commercial product sales.

库存管理运营管理马尔可夫决策过程资源分配