A Unified Branch-Price-and-Cut Algorithm for Multicompartment Pickup and Delivery Problems

IF 4.4 2区 工程技术 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Marjolein Aerts-Veenstra, Marilène Cherkesly, Timo Gschwind
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Abstract

In this paper, we study the pickup and delivery problem with time windows and multiple compartments (PDPTWMC). The PDPTWMC generalizes the pickup and delivery problem with time windows to vehicles with multiple compartments. In particular, we consider three compartment-related attributes: (1) compartment capacity flexibility that allows the capacities of the compartments to be fixed or flexible, (2) item-to-compartment flexibility that specifies which items are compatible with which compartments, and (3) item-to-item compatibility that considers that incompatible items cannot be simultaneously in the same compartment. To solve the PDPTWMC, we propose an exact branch-price-and-cut algorithm in which the pricing problem is solved by means of a unified bidirectional labeling algorithm. The labeling algorithm can tackle all possible combinations of the studied compartment-related attributes of the PDPTWMC. Furthermore, we implement several acceleration techniques that allow to, among others, reduce the symmetry in the label extensions with empty compartments, the symmetry in the dominance between compartments with similar attributes, and the complexity of the algorithm with fixed compartment capacity. Finally, we introduce benchmark instances for the PDPTWMC and conduct an extensive computational campaign to test the limits of our algorithm and to derive relevant managerial insights in order to highlight the applicability of considering the studied compartment-related attributes.Funding: This work was supported by Nederlandse Organisatie voor Wetenschappelijk Onderzoek [Grant 439.18.459] and the Natural Sciences and Engineering Research Council of Canada [Grant 2017-06106].Supplemental Material: The online appendix is available at https://doi.org/10.1287/trsc.2023.0252 .
多分区取货和送货问题的统一分支-定价-切割算法
本文研究了带有时间窗口和多个车厢的取货和交货问题(PDPTWMC)。PDPTWMC 将带有时间窗口的取货和送货问题推广到带有多个车厢的车辆上。具体而言,我们考虑了三个与车厢相关的属性:(1) 车厢容量灵活性,即允许车厢容量固定或灵活;(2) 物品到车厢灵活性,即规定哪些物品与哪些车厢兼容;(3) 物品到物品兼容性,即考虑不兼容的物品不能同时放在同一车厢。为了解决 PDPTWMC 问题,我们提出了一种精确的分支-定价-切割算法,通过统一的双向标注算法来解决定价问题。标注算法可以解决 PDPTWMC 中所有可能的车厢相关属性组合。此外,我们还采用了几种加速技术,可以降低空隔间标签扩展的对称性、属性相似的隔间之间优势的对称性以及固定隔间容量下算法的复杂性。最后,我们介绍了 PDPTWMC 的基准实例,并进行了广泛的计算活动,以测试我们算法的极限,并得出相关的管理见解,从而突出考虑所研究的车厢相关属性的适用性:这项工作得到了荷兰水利部组织 [439.18.459 号拨款] 和加拿大自然科学与工程研究理事会 [2017-06106 号拨款] 的支持:在线附录见 https://doi.org/10.1287/trsc.2023.0252 。
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
Transportation Science
Transportation Science 工程技术-运筹学与管理科学
CiteScore
8.30
自引率
10.90%
发文量
111
审稿时长
12 months
期刊介绍: Transportation Science, published quarterly by INFORMS, is the flagship journal of the Transportation Science and Logistics Society of INFORMS. As the foremost scientific journal in the cross-disciplinary operational research field of transportation analysis, Transportation Science publishes high-quality original contributions and surveys on phenomena associated with all modes of transportation, present and prospective, including mainly all levels of planning, design, economic, operational, and social aspects. Transportation Science focuses primarily on fundamental theories, coupled with observational and experimental studies of transportation and logistics phenomena and processes, mathematical models, advanced methodologies and novel applications in transportation and logistics systems analysis, planning and design. The journal covers a broad range of topics that include vehicular and human traffic flow theories, models and their application to traffic operations and management, strategic, tactical, and operational planning of transportation and logistics systems; performance analysis methods and system design and optimization; theories and analysis methods for network and spatial activity interaction, equilibrium and dynamics; economics of transportation system supply and evaluation; methodologies for analysis of transportation user behavior and the demand for transportation and logistics services. Transportation Science is international in scope, with editors from nations around the globe. The editorial board reflects the diverse interdisciplinary interests of the transportation science and logistics community, with members that hold primary affiliations in engineering (civil, industrial, and aeronautical), physics, economics, applied mathematics, and business.
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