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Exploratory analysis of an optimal variable speed control system for a recurrently congested freeway bottleneck

机译:反复拥堵高速公路瓶颈的最佳变速控制系统的探索性分析

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摘要

This study presents two models for proactive variable speed limit (VSL) control on a recurrently congested freeway segment. The proposed model uses embedded traffic flow relations to predict the evolution of congestion patterns over the projected time horizon, and then computes the time-varying optimal speed limit to smooth traffic flows. To contend with the uncertainties associated with drivers' responses to VSL control, this study has also proposed an advanced model that further adopts Kalman Filter to enhance the traffic state estimation. Both models have been investigated with two control objectives-travel time minimization and speed variance minimization. Our extensive simulation analysis with a VISSIM simulator, calibrated with field data from our previous VSL field demonstration, has revealed the benefits of the proposed VSL control models. Also, the experimental results indicated that the proposed advanced models with both control objectives can significantly reduce the travel time over the recurrent bottleneck locations. With respect to several selected measure of effectiveness (MOEs), such as average number of stops and average travel time, the research results confirm that the control models with the objective of minimizing speed variance can offer the promising properties for field implementation.
机译:这项研究提出了两个模型,用于对经常性拥堵的高速公路路段进行主动变速限制(VSL)控制。该模型利用嵌入的交通流关系来预测在预计时间范围内的拥塞模式的演变,然后计算随时间变化的最佳速度限制以平滑交通流。为了应对与驾驶员对VSL控制的响应相关的不确定性,本研究还提出了一种高级模型,该模型进一步采用卡尔曼滤波器来增强交通状态估计。两种模型都经过了两个控制目标的研究,即旅行时间最小化和速度方差最小化。我们使用VISSIM模拟器进行了广泛的仿真分析,并使用我们之前的VSL现场演示中的现场数据进行了校准,从而揭示了建议的VSL控制模型的优势。实验结果还表明,提出的具有两个控制目标的高级模型可以显着减少遍历瓶颈位置的行程时间。对于几种选定的有效性度量(MOE),例如平均停车次数和平均行驶时间,研究结果证实,以最小化速度变化为目标的控制模型可以为现场实施提供有希望的特性。

著录项

  • 来源
    《Journal of Advanced Transportation》 |2015年第2期|195-209|共15页
  • 作者单位

    Department of Civil and Environmental Engineering, University of Maryland, College Park, MD, 20742, USA;

    Department of Civil and Environmental Engineering, University of Maryland, College Park, MD, 20742, USA;

    Department of Civil and Environmental Engineering, University of Maryland, College Park, MD, 20742, USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    variable speed limit; optimal control; Kalman Filter; traffic flow model;

    机译:变速极限;最佳控制;卡尔曼滤波器交通流模型;
  • 入库时间 2022-08-18 01:12:05

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