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Dynamic Estimation of Queue Length at Signalized Intersections Using GPS Trajectory Data

机译:GPS轨迹数据的信号交叉口排队长度动态估计

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The estimation of queue length at a signalized intersection, while enormously valuable in traffic operation and management, presents a number of challenges to transportation. One area where traffic optimization and analysis is lacking is the ability to dynamically estimate queue length at intersections where only limited GPS trajectory data were recorded and saved. To solve this challenge, an integer-programming model was proposed to estimate queue length and guarantee the consistent reconstruction of shockwave propagation. The model was further evaluated by comparing the estimated queue length with observed queue length in every signal period based on simulation data. The evaluation results not only demonstrate that the proposed model can estimate queue length, but also indicates the required penetration rate of floating vehicles.
机译:信号交叉口的队列长度估计虽然在交通运营和管理中具有巨大价值,但对运输提出了许多挑战。缺乏交通优化和分析的一个领域是能够动态估计仅记录和保存有限GPS轨迹数据的交叉路口的队列长度的能力。为了解决这一挑战,提出了一种整数编程模型来估计队列长度并保证冲击波传播的一致性重建。通过基于仿真数据将每个信号周期中的估计队列长度与观察到的队列长度进行比较,可以进一步评估模型。评估结果不仅表明所提出的模型可以估计队列长度,而且还指示了所需的浮动车辆渗透率。

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