Optimal Capacity Rationing Policy for a Container Leasing System with Multiple Kinds of Customers and Substitutable Containers

Manag. Sci. Pub Date : 2022-05-19 DOI:10.1287/mnsc.2022.4425
Xufeng Yang, Juliang Zhang, Wenfei Jiao, H. Yan
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Abstract

In this paper, we consider a container leasing firm that has elementary and premium containers, which are downward substitutable and for use by elementary contract customers (ECCs), premium contract customers (PCCs), as well as walk-in customers (WICs). ECCs can be satisfied by elementary containers or premium ones at discounted prices while PCCs only accept premium containers. WICs can be satisfied by any type of container at different prices. The objective is to maximise the expected total rental revenue by managing its limited capacity. We formulate this problem as a discrete-time Markov Decision Process and show the submodularity and concavity of the value function. Based on this, we show that the optimal policy can be characterised by a series of rationing thresholds, a series of substitution thresholds and a priority threshold, all of which depend on the system states. We further give conditions under which the optimal policy can be simplified. Numerical experiments are conducted to show the impact of the substitution of two items on the revenue, to compare the performance of the optimal policy with those of the commonly used policies and to investigate the influence of arrival rates on the optimal policy. Last, we extend the basic model to consider different rental durations, ECCs’ acceptance behaviour and endogenous prices for WICs. This paper was accepted by Jayashankar Swaminathan, operations management.
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具有多种客户和可替换集装箱的集装箱租赁系统的最优容量分配策略
在本文中,我们考虑了一个集装箱租赁公司,它拥有初级和高级集装箱,这些集装箱是向下替代的,供初级合同客户(ECCs),高级合同客户(PCCs)和步入式客户(WICs)使用。ECCs可以用初级集装箱或高级集装箱进行折扣,而PCCs只接受高级集装箱。WICs可以满足任何类型的集装箱,不同的价格。其目标是通过管理其有限的容量,使预期的总租金收入最大化。我们将这个问题表述为一个离散时间马尔可夫决策过程,并证明了值函数的子模性和凹性。在此基础上,我们证明了最优策略可以由一系列配给阈值、一系列替代阈值和一个优先级阈值来表征,所有这些阈值都依赖于系统状态。进一步给出了简化最优策略的条件。通过数值实验研究了两项替代对收益的影响,比较了最优策略与常用策略的性能,并研究了到达率对最优策略的影响。最后,我们扩展了基本模型,考虑了不同的租期、ecc的接受行为和WICs的内生价格。这篇论文被运营管理的Jayashankar Swaminathan接受。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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