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A Queueing Network Approach to the Analysis and Control of Mobility-On-Demand Systems

机译:一种排队网络的分析与控制方法   移动随需应变系统

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摘要

This paper presents a queueing network approach to the analysis and controlof mobility-on-demand (MoD) systems for urban personal transportation. A MoDsystem consists of a fleet of vehicles providing one-way car sharing serviceand a team of drivers to rebalance such vehicles. The drivers then rebalancethemselves by driving select customers similar to a taxi service. We model theMoD system as two coupled closed Jackson networks with passenger loss. We showthat the system can be approximately balanced by solving two decoupled linearprograms and exactly balanced through nonlinear optimization. The rebalancingtechniques are applied to a system sizing example using taxi data in threeneighborhoods of Manhattan, which suggests that the optimal vehicle-to-driverratio in a MoD system is between 3 and 5. Lastly, we formulate a real-timeclosed-loop rebalancing policy for drivers and demonstrate its stability (interms of customer wait times) for typical system loads.
机译:本文提出了一种排队网络方法来分析和控制城市个人交通的按需移动(MoD)系统。 MoD系统由提供单向汽车共享服务的车队和一组重新平衡这些车的驾驶员组成。然后,驾驶员通过驾驶类似于出租车服务的特定客户来重新平衡自己。我们将MoD系统建模为具有乘客损失的两个耦合的封闭Jackson网络。我们表明,可以通过求解两个解耦的线性程序来近似平衡系统,并通过非线性优化来精确地平衡系统。再平衡技术被应用到使用曼哈顿三个街区的出租车数据进行系统规模调整的示例中,这表明MoD系统中最佳的车辆与驾驶员的比率在3到5之间。最后,我们制定了一个实时的闭环再平衡策略,用于驱动程序并演示其在典型系统负载下的稳定性(客户等待时间的间隔)。

著录项

  • 作者

    Zhang, Rick; Pavone, Marco;

  • 作者单位
  • 年度 2014
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
  • 中图分类

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