双渠道零售中的配送中心选址和网络设计

Aditya Malik, Navneet Vidyarthi
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摘要

随着电子商务的兴起和网上购物趋势的不断增长,许多零售商开始在传统实体店之外增加网上销售渠道。在本文中,我们研究了零售商将在线销售渠道整合到传统实体零售渠道中的履行中心选址和网络设计问题。所提出的分析模型旨在确定配送中心的位置、选择满足在线需求的门店、将门店分配到配送中心,并在配送中心和门店分配安全库存,以最小的总成本应对需求和交货期的变化。该问题被模拟为一个混合整数非线性程序,然后被重新表述为一个混合整数二阶圆锥程序。我们针对重新表述的问题提出了一种精确的分支-切割算法,其中分离了扩展的多面体不等式,以提高算法的收敛性。在不同的成本情况和参数设置下进行的大量计算证实了我们精确算法的效率。通过计算实验,我们发现我们的算法缩短了计算时间,提供了更低的最优性差距,并且在大型实例上优于最先进的商业求解器。我们进行了敏感性分析,以了解成本和模型参数变化的影响,并提出了管理见解。该模型还能确定安全库存是否应集中在配送中心(即集中库存)和/或存放在商店(即分散库存)。利用该模型,我们展示了在双渠道网络中整合履约中心以满足店内需求和在线需求的好处,以及其对设施选址和网络设计决策的影响。
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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Fulfillment Center Location and Network Design in Dual-Channel Retailing

With the emergence of e-commerce and the growing trend for online shopping, many retailers are adding online sales channel to their traditional brick-and-mortar stores. In this paper, we study the problem of fulfillment center location and network design for a retailer that seeks to integrate online sales channel into its traditional brick-and-mortar retail channel. The proposed analytical model seeks to locate fulfillment centers, select stores for online demand fulfillment, assign stores to fulfillment centers, and allocate safety stocks at fulfillment centers and stores to deal with variability in demand and lead time at minimum total cost. The problem is modelled as a mixed-integer nonlinear program, which is then reformulated as a mixed-integer second-order conic program. We present an exact branch-and-cut algorithm for the reformulated problem, in which extended polymatroid inequalities are separated to improve the convergence of the algorithm. Extensive computations under different cost scenarios and parameter settings confirm the efficiency of our exact algorithm. Through computational experiments, we showed that our algorithm reduces computation time, provides lower optimality gap, and outperforms the state-of-the art commercial solver on large instances. We conduct sensitivity analyses to understand the impact of variation in cost and model parameters and present managerial insights. The model also determines if the safety stock inventory should be pooled at the distribution centers (i.e. centralized inventory) and/or held at the stores (i.e. decentralized inventory). Using the model, we show the benefits of integrating fulfillment centers in the dual-channel network to serve in-store demand as well as online demand and its impact on facility location and network design decisions.

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