A fast dynamic programming algorithm to a varied capacity problem in vehicle routing

Pengle Zhang, Yajie Dou
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引用次数: 1

Abstract

As a typical combinational optimisation problem, the researches on vehicle routing problem (VRP) mostly focus on the case when vehicle loading capability is certain. In fact, the vehicle loading capability often changes with multi-type vehicles, varying goods size and customer's requirement alter. Thus, a varied capacity vehicle routing problem (VCVRP) is introduced and a fast dynamic programming algorithm is presented based on the K-step best fit deceasing and minimum spanning tree methods, the algorithms can serve as an approximate decoupling between the goods packing problem and router selection problem in VCVRP. Besides, the theoretical analysis on the upper bound of vehicle trip and local minimisation based on short-path priority principle are carried out theoretically. Finally, an example about varied capacity vehicle logistics transportation task is given with quality and performance analysis on different parameters and scales, to illustrate the feasibilities and advantages of the proposed algorithm.
一种求解变容量车辆路径问题的快速动态规划算法
作为典型的组合优化问题,车辆路径问题的研究主要集中在车辆装载能力确定的情况下。事实上,车辆的装载能力经常随着车辆类型、货物尺寸和客户要求的变化而变化。在此基础上,提出了一种基于k步最优拟合递减法和最小生成树法的快速动态规划算法,该算法可以近似解耦变容量车辆路径问题中的货物包装问题和路由选择问题。此外,对车辆行程上界和基于路径优先原则的局部最小化进行了理论分析。最后,以变容量车辆物流运输任务为例,在不同参数和尺度下进行了质量和性能分析,说明了所提算法的可行性和优越性。
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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