可靠仓库网络再设计的双目标随机优化模型

Jafar Razmi , AmirHossien Zahedi-Anaraki , MohammadSaleh Zakerinia
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引用次数: 32

摘要

本文提出了一种改进的双目标两阶段随机混合整数线性规划模型,用于重新设计可靠的仓库网络。在该模型中,需要确定哪些仓库的容量应该被淘汰、保留或转移到其他仓库,以及考虑两个交货提前期的网络节点之间的产品出货量。不同于以往的研究,本研究考虑了两个交货期,考虑了每个仓库位置的最大容量、可靠性和不确定性。提出的双目标模型包括:(1)最小化平均成本,包括固定成本、生产成本、运输成本、搬迁成本和产能扩展成本的总和;(2)在首选交付提前期内最大化客户需求的覆盖百分比。为了得到Pareto最优解,采用了一种新的ε约束方法(即增广ε约束)。应用一个实际的工业案例对可靠性概念下建立的仓库再设计网络模型进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A bi-objective stochastic optimization model for reliable warehouse network redesign

This paper proposes a developed bi-objective two-stage stochastic mixed-integer linear programming model for redesigning a reliable warehouse network. In this model, the warehouses capacity which should be phased out, remained, or relocated to other warehouses, and the shipment quantity of the product between the network nodes with a consideration for two delivery lead times is to be determined. Unlike most previous works, considering two delivery lead times, the maximum capacity for each warehouse location, reliability and uncertainty are taken into account in this study. The proposed bi-objective model includes: (1) minimizing average costs including the sum of fixed, production, transportation, relocation and capacity extension costs; (2) maximizing the coverage percentage of customer demand delivered within the preferred delivery lead time. In order to obtain Pareto optimal solutions, a novel version of ε-constraint method (i.e., the augmented ε-constraint) is applied. A real industrial case is applied to validate and verify the developed warehouse redesigning network model under reliability concept.

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来源期刊
Mathematical and Computer Modelling
Mathematical and Computer Modelling 数学-计算机:跨学科应用
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