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

IF 2.1 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE EURO Journal on Transportation and Logistics Pub Date : 2021-01-01 DOI:10.1016/j.ejtl.2021.100050
Faycal A. Touzout, Anne-Laure Ladier, Khaled Hadj-Hamou
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引用次数: 2

摘要

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

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.

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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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