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Network-level multiband signal coordination scheme based on vehicle trajectory data

机译:基于车辆轨迹数据的网络级多频带信号协调方案

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摘要

Traffic signal coordination has long been recognized as an efficient way of achieving smooth urban traffic. This paper proposes a network-level multiband signal coordination (NMBSC) scheme to provide progression bands for major traffic streams extracted from vehicle trajectory data in urban road networks. A mixed-integer linear programming (MILP) formulation is proposed to model the NMBSC problem considering both bandwidths and interband connectivity. A decomposition-based heuristic is adopted to find a near-optimal solution to the MILP in a realsize network. Extensive numerical experiments are conducted using the VISSIM simulator to evaluate the performance of the proposed scheme by comparing it with some existing approaches. Simulation results show that the timing plan derived from NMBSC can improve the network-level performance under both uniform and non-uniform demand patterns in terms of average delay and average number of stops. Sensitivity analyses are also conducted to illustrate the robustness of the proposed method with limited trajectory data.
机译:长期以来,交通信号协调一直被认为是实现平稳城市交通的有效方法。本文提出了一种网络级多频带信号协调(NMBSC)方案,为从城市道路网络中的车辆轨迹数据提取的主要交通流提供渐进带。提出了混合整数线性规划(MILP)公式,以考虑带宽和带间连接性对NMBSC问题建模。采用基于分解的启发式算法,以在实际网络中找到针对MILP的最佳解决方案。使用VISSIM模拟器进行了广泛的数值实验,通过将其与一些现有方法进行比较来评估该方案的性能。仿真结果表明,基于NMBSC的时序计划可以在平均延迟和平均停止次数方面,在均匀和非均匀需求模式下提高网络级性能。还进行了敏感性分析,以说明所提出的方法在有限的轨迹数据下的鲁棒性。

著录项

  • 来源
    《Transportation research》 |2019年第10期|266-286|共21页
  • 作者单位

    Tsinghua Univ Dept Civil Engn Beijing 100084 Peoples R China;

    Tsinghua Univ Dept Ind Engn Beijing 100084 Peoples R China|Tsinghua Univ Tsinghua Daimler Joint Res Ctr Sustainable Transp Beijing 100084 Peoples R China;

    Tsinghua Univ Dept Civil Engn Beijing 100084 Peoples R China|Tsinghua Univ Tsinghua Daimler Joint Res Ctr Sustainable Transp Beijing 100084 Peoples R China;

    HIKVISION Shanghai 310051 Peoples R China;

    Tsinghua Univ Dept Civil Engn Beijing 100084 Peoples R China|Univ Washington Dept Civil & Environm Engn Seattle WA 98195 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

    Multiband; Signal coordination; Network-level operation; Heuristic algorithm; Trajectory data;

    机译:多频带信号协调;网络级操作;启发式算法;轨迹数据;

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