A Deterministic Model for the Transshipment Problem of a Fast Fashion Retailer under Capacity Constraints

S. Naderi, K. Kilic, A. Dasci
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引用次数: 20

Abstract

Abstract In this paper we present a novel transshipment problem for a large apparel retailer that operates an extensive retail network. Our problem is inspired by the logistics operations of a very large fast fashion retailer in Turkey, LC Waikiki, with over 475 retail branches and thousands of products. The purpose of transshipments is to rebalance stocks across the retail network to better match supply with demand. We formulate this problem as a large mixed integer linear program and develop a Lagrangian relaxation with a primal–dual approach to find upper bounds and a simulated annealing based metaheuristic to find promising solutions, both of which have proven to be quite effective. While our metaheuristic does not always produce better solutions than a commercial optimizer, it has consistently produced solutions with optimality gaps lower than 7% while the commercial optimizer may produce very poor solutions with optimality gaps as high as almost 300%. We have also conducted a set of numerical experiments to uncover implications of various operational practices of LC Waikiki on its system’s performance and important managerial insights.
产能约束下快时尚零售商转运问题的确定性模型
在本文中,我们提出了一个新的转运问题,一个大型服装零售商,经营一个广泛的零售网络。我们的问题是受到土耳其一家非常大的快时尚零售商LC Waikiki的物流运作的启发,该零售商拥有超过475家零售分支机构和数千种产品。转运的目的是重新平衡零售网络中的库存,以更好地匹配供需。我们将这个问题表述为一个大的混合整数线性规划,并提出了一种用原始对偶方法寻找上界的拉格朗日松弛法和一种基于模拟退火的元启发式方法来寻找有希望的解,这两种方法都被证明是非常有效的。虽然我们的元启发式并不总是产生比商业优化器更好的解决方案,但它始终产生的解决方案的最优性差距低于7%,而商业优化器可能产生非常差的解决方案,最优性差距几乎高达300%。我们还进行了一组数值实验,以揭示LC Waikiki的各种操作实践对其系统性能和重要管理见解的影响。
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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