The vehicle routing problem with relaxed priority rules

IF 2.1 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE EURO Journal on Transportation and Logistics Pub Date : 2021-01-01 DOI:10.1016/j.ejtl.2021.100039
Thanh Tan Doan , Nathalie Bostel , Minh Hoàng Hà
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引用次数: 6

Abstract

The Vehicle Routing Problem (VRP) is one of the most studied topics in Operations Research. Among the numerous variants of the VRP, this research addresses the VRP with relaxed priority rules (VRP-RPR) in which customers are assigned to several priority groups and customers with the highest priorities typically need to be served before lower priority ones. Additional rules are used to control the trade-off between priority and cost efficiency. We propose a Mixed Integer Linear Programming (MILP) model to formulate the problem and to solve small-sized instances. A metaheuristic based on the Adaptive Large Neighborhood Search (ALNS) algorithm with problem-tailored components is then designed to handle the problem at larger scales. The experimental results demonstrate the performance of our proposed algorithm. Remarkably, it outperforms a metaheuristic recently proposed to solve the Clustered Traveling Saleman Problem with d-relaxed priority rule (CTSP-d), a special case of VRP-RPR, in both solution quality and computational time.

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放宽优先规则下的车辆路径问题
车辆路径问题(VRP)是运筹学中研究最多的课题之一。在VRP的众多变体中,本文研究了具有放宽优先级规则的VRP (VRP- rpr),该规则将客户分配到多个优先级组,并且通常需要在低优先级组之前为最高优先级的客户提供服务。附加规则用于控制优先级和成本效率之间的权衡。我们提出了一个混合整数线性规划(MILP)模型来表述这个问题并解决小规模的实例。然后设计了一种基于自适应大邻域搜索(ALNS)算法的元启发式算法,并结合问题定制组件来处理更大规模的问题。实验结果证明了该算法的有效性。值得注意的是,它在求解质量和计算时间上都优于最近提出的一种基于d-放松优先级规则(CTSP-d)的聚类旅行推销员问题(VRP-RPR的一种特例)的元启发式算法。
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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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