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An assignment-based heuristic for vehicle routing with time windows

机译:基于任务的启发式方法,用于带时间窗的车辆路线选择

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摘要

In this paper, we consider the typical vehicle routing problem with time window constraints (VRPTW). The problem is approached via mathematical decomposition and solved using a three-stage method. First, we formulate the generalized assignment problem, which provides an approximation to the sequencing of customers that partially respects the time windows and apply the Hungarian method to obtain optimal solutions. Subsequently, we address the split of infeasible routes resulting from the assignment solution using a simple, time window-based decomposition heuristic. The best of these routes, in terms of traveling and vehicle waiting times, form part of the final solution, which is completed by the routes provided by a look-ahead heuristic applied to the remainder of the customers. The proposed method is applied to a standard literature data set, and provides very good results with respect to both the number of vehicles and the total travel time. Furthermore, the approach offers useful insights on the effect of employing optimal travel time solutions resulting from the assignment relaxation to derive partial route sets of VRPTW.
机译:在本文中,我们考虑具有时间窗约束(VRPTW)的典型车辆路径问题。通过数学分解解决该问题,并使用三步法解决。首先,我们制定广义分配问题,该问题可以部分地考虑时间窗,为客户的排序提供一种近似方法,并应用匈牙利方法来获得最佳解决方案。随后,我们使用简单的基于时间窗口的分解启发式方法,解决了分配解决方案导致的不可行路线的拆分。这些路线中的最佳路线(就行驶和车辆等待时间而言)构成最终解决方案的一部分,该解决方案由预见启发式方法提供给其余客户的路线来完成。所提出的方法应用于标准文献数据集,并且在车辆数量和总行驶时间方面都提供了很好的结果。此外,该方法还提供了有关使用最佳旅行时间解决方案的效果的有用见解,该最优旅行时间解决方案是因分配松弛而得出VRPTW的部分路线集的。

著录项

  • 来源
    《Operational Research》 |2008年第3期|219-233|共15页
  • 作者单位

    1.Management Sciences Laboratory Graduate Program in Decision Sciences Department of Management Science and Technology Athens University of Economics and Business Evelpidon 47A Lefkados 33 113-62 Athens Greece;

    1.Management Sciences Laboratory Graduate Program in Decision Sciences Department of Management Science and Technology Athens University of Economics and Business Evelpidon 47A Lefkados 33 113-62 Athens Greece;

    1.Management Sciences Laboratory Graduate Program in Decision Sciences Department of Management Science and Technology Athens University of Economics and Business Evelpidon 47A Lefkados 33 113-62 Athens Greece;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Vehicle routing; Heuristics; Assignment problem;

    机译:车辆路线;启发式分配问题;

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