A metaheuristic for a time-dependent vehicle routing problem with time windows, two vehicle fleets and synchronization on a road network

IF 2.1 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Fernando O. Guillen Reyes , Michel Gendreau , Jean-Yves Potvin
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引用次数: 0

Abstract

In this work, we extend the time-dependent vehicle routing problem with time windows on a road network by considering two types of vehicles, large and small, to serve customers. Motivated from city logistics applications, large vehicles are forbidden from the downtown area. Accordingly, goods must be transferred from large to small vehicles to serve downtown customers. This leads to synchronization issues at transfer points, which are special locations without storage capacity. The problem is not a pure two-echelon vehicle routing problem, since customers outside of the downtown area can be served directly by large vehicles. The problem is further compounded by the presence of time-dependent travel times that are defined on the arcs of the road network and are used to model congestion periods. To solve this difficult problem, we propose an adaptation of the Slack Induction by String Removals metaheuristic, which is state-of-the-art for the classical capacitated vehicle routing problem. Computational results on a set of test instances with different characteristics empirically demonstrate the optimization capabilities of this new metaheuristic on a problem which is much more complicated than the capacitated vehicle routing problem.
道路网络上具有时间窗口、两支车队和同步性的随时间变化的车辆路由问题的元求和方法
在这项工作中,我们通过考虑为客户提供服务的大型和小型两类车辆,扩展了道路网络上带有时间窗口的随时间变化的车辆路由问题。受城市物流应用的启发,大型车辆被禁止进入市中心区域。因此,货物必须从大型车辆转移到小型车辆,才能为市中心的客户提供服务。这就导致了转运点的同步问题,因为转运点是没有存储能力的特殊地点。这个问题并不是一个纯粹的两通道车辆路由问题,因为市中心以外的客户可以直接由大型车辆提供服务。由于路网弧线上定义了与时间相关的旅行时间,并用于模拟拥堵时段,因此问题变得更加复杂。为了解决这一难题,我们提出了一种 "通过字符串移除进行松弛诱导 "的元寻优方法,该方法在经典的有容量车辆路由问题上是最先进的。在一组具有不同特征的测试实例上的计算结果证明了这一新的元启发式对比容车路由问题复杂得多的问题的优化能力。
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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