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A generic model for the local container drayage problem using the emerging truck platooning operation mode

机译:使用新兴的卡车排运行模式的本地集装箱拖运问题的通用模型

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摘要

The local container drayage problem (LCDP) plays an important role in the waterborne transportation for global trade. Truck platooning is an emerging and promising container transportation mode in which a platoon is formed by a leading truck followed by a set of trucks using semi-automated technologies. This paper focuses on the truck platooning operation mode (TPOM) in which only the leading truck is human-driven. We also focus on attempts to exploit the advantages of the new operation mode, such as the ability to use multiple trucks simultaneously with only one driver. Moreover, one customer can be serviced by two different drivers through coordination, and one container can be shared among customers without returning to the depot. All of these advantages improve the LCDP operational performance. A mathematical model is proposed to capture these advantages and related features pertaining to this new operation mode. The model is compared, theoretically and numerically, with three well-studied LCDP models reported in the literature, and we prove that our model is a generalization of the previous three models. For even small-scale problems, CPLEX has difficulty achieving satisfactory solutions due to the NP-hardness and complicated structure of the problem. Therefore, a heuristic method that incorporates the learning mechanism based on the ant colony algorithm is proposed to overcome the problem. Extensive numerical experiments were conducted to validate the model and proposed methods, and the experimental results show that the benefits of the new operation mode can be achieved by increasing the platoon length and/or well coordinating the sharing of containers among customers. (C) 2020 Elsevier Ltd. All rights reserved.
机译:本地集装箱拖运问题(LCDP)在全球贸易的水运中起着重要作用。卡车排是一种新兴且有前途的集装箱运输模式,在这种运输模式中,先排卡车先排成排,然后再使用半自动化技术形成一组卡车。本文着重于卡车排排操作模式(TPOM),在这种模式下,只有领先的卡车是人为驱动的。我们还着重于尝试利用新操作模式的优势,例如仅一名驾驶员即可同时使用多辆卡车的能力。此外,可以由两位不同的驾驶员通过协调为一个客户提供服务,并且可以在客户之间共享一个集装箱而无需返回仓库。所有这些优点提高了LCDP的操作性能。提出了一个数学模型来捕获与该新操作模式有关的这些优点和相关功能。该模型在理论上和数值上与文献中报道的三个经过充分研究的LCDP模型进行了比较,并且我们证明了我们的模型是对前三个模型的概括。对于小规模的问题,由于NP硬度和问题的复杂结构,CPLEX很难获得令人满意的解决方案。因此,提出了一种结合了基于蚁群算法的学习机制的启发式方法来解决该问题。进行了广泛的数值实验以验证模型和所提出的方法,并且实验结果表明,可以通过增加排长和/或很好地协调客户之间的集装箱共享来实现新的操作模式的益处。 (C)2020 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Transportation research》 |2020年第3期|181-209|共29页
  • 作者单位

    Tsinghua Univ Dept Ind Engn Beijing 100084 Peoples R China|Tsinghua Univ Res Ctr Modern Logist Shenzhen Int Grad Sch Shenzhen 518055 Peoples R China;

    Tsinghua Univ Res Ctr Modern Logist Shenzhen Int Grad Sch Shenzhen 518055 Peoples R China|Tsinghua Berkeley Shenzhen Inst Intelligent Transportat & Logist Syst Lab Shenzhen 518055 Peoples R China;

    Tsinghua Univ Res Ctr Modern Logist Shenzhen Int Grad Sch Shenzhen 518055 Peoples R China;

    Shenzhen Univ Coll Civil & Transportat Engn Dept Transportat Engn Shenzhen 518060 Peoples R China;

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

    Local container drayage; Semi-automated driving; Truck platooning; Mathematical model;

    机译:当地容器的拖运;半自动驾驶;卡车排;数学模型;

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