A branch-cut-and-price approach for the two-echelon vehicle routing problem with drones

IF 4.1 2区 工程技术 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Sylvain Lichau , Ruslan Sadykov , Julien François , Rémy Dupas
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引用次数: 0

Abstract

We present a new set-partitioning model for the two-echelon vehicle routing problem with drones (2E-VRP-D). In this model, partial routes corresponding to drone movements are enumerated by an efficient dynamic program. A state-of-the-art exact branch-cut-and-price algorithm solves the model using a labeling algorithm for the pricing problems. We further propose an adaptation of the well-known rounded capacity cuts, specifically tailored to address this problem, as well as pre-processing methods designed to enhance the algorithm’s efficiency. In addition, we propose an effective heuristic branch-cut-and-price based on the exact algorithm. Computational experiments demonstrate that the exact algorithm solves all instances from the 2E-VRP-D literature and significantly increases the size of optimally solved clustered instances. Finally, a sensitivity analysis is conducted to assess the impact of the proposed enhancements.
针对有无人机的双梯队车辆路由问题的分支切割加价格方法
我们针对有无人机的双机群车辆路由问题(2E-VRP-D)提出了一种新的集合划分模型。在该模型中,与无人机移动相对应的部分路线由一个高效的动态程序枚举。最先进的精确分支切割定价算法使用定价问题的标记算法来解决该模型。我们进一步提出了一种对著名的四舍五入容量切分算法的调整,专门用于解决这一问题,并提出了旨在提高算法效率的预处理方法。此外,我们还在精确算法的基础上提出了一种有效的启发式分支切割定价法。计算实验证明,精确算法能解决 2E-VRP-D 文献中的所有实例,并能显著增加优化解决的聚类实例的规模。最后,还进行了敏感性分析,以评估所提出的改进措施的影响。
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
Computers & Operations Research
Computers & Operations Research 工程技术-工程:工业
CiteScore
8.60
自引率
8.70%
发文量
292
审稿时长
8.5 months
期刊介绍: Operations research and computers meet in a large number of scientific fields, many of which are of vital current concern to our troubled society. These include, among others, ecology, transportation, safety, reliability, urban planning, economics, inventory control, investment strategy and logistics (including reverse logistics). Computers & Operations Research provides an international forum for the application of computers and operations research techniques to problems in these and related fields.
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