Modelling and comparison of stability metrics for a re-optimisation approach of the Inventory Routing Problem under demand uncertainty

IF 2.1 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Faycal A. Touzout, Anne-Laure Ladier, Khaled Hadj-Hamou
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引用次数: 2

Abstract

The inventory routing problem (IRP) is an optimisation problem that integrates transportation and inventory management decisions. When subjected to unexpected events such as demand changes, the a posteriori approach consists in re-optimising including the data related to this event; the challenge is to ensure that the obtained solution does not deviate too much from the original one, lest that creates important organisational issues. Therefore, a stability metric is needed when re-optimising IRP models. This article proposes a panel of stability metrics adapted from the scheduling, routing and inventory management literature to fit the requirements of the IRP and proposes mathematical formulations for the most relevant ones. A framework of comparison is proposed to validate and compare these metrics over a benchmark of 3000 instances generated from the literature. A strong correlation between the metrics is observed. Moreover, the results show that ensuring the stability of the re-optimised solutions has little impact on the initial objective, the total cost.

需求不确定性下库存路径问题再优化方法的稳定性指标建模与比较
库存路径问题(IRP)是一个综合了运输和库存管理决策的优化问题。当受到诸如需求变化等意外事件的影响时,后验方法包括重新优化包括与该事件相关的数据;挑战在于确保获得的解决方案不会与最初的解决方案偏离太多,以免造成重大的组织问题。因此,在重新优化IRP模型时需要一个稳定性度量。本文提出了一组适应调度、路由和库存管理文献的稳定性指标,以适应IRP的要求,并提出了最相关的数学公式。本文提出了一个比较框架,通过从文献中生成的3000个实例的基准来验证和比较这些指标。我们观察到这些指标之间存在很强的相关性。此外,结果表明,确保重新优化解的稳定性对初始目标,总成本的影响很小。
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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来源期刊
CiteScore
4.60
自引率
0.00%
发文量
24
审稿时长
129 days
期刊介绍: The EURO Journal on Transportation and Logistics promotes the use of mathematics in general, and operations research in particular, in the context of transportation and logistics. It is a forum for the presentation of original mathematical models, methodologies and computational results, focussing on advanced applications in transportation and logistics. The journal publishes two types of document: (i) research articles and (ii) tutorials. A research article presents original methodological contributions to the field (e.g. new mathematical models, new algorithms, new simulation techniques). A tutorial provides an introduction to an advanced topic, designed to ease the use of the relevant methodology by researchers and practitioners.
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