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A Stochastic Optimal Control Approach to Real-time, Incident-Responsive Traffic Signal Control at Isolated Intersections

机译:隔离交叉口实时事件响应交通信号控制的随机最优控制方法

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摘要

Real-time, incident-responsive traffic control and management is vital to development of advanced incident management systems in ITS. More importantly, it provides, from an academic point of view, the linkages between incident detection, incident management, and traffic signal control. This study explores the application of a stochastic optimal control approach to real-time, incident-responsive traffic control at isolated intersections. In the methodology development, time-varying lane traffic state variables and control variables are specified to characterize sectionwide interlane and intralane traffic states under conditions of lane-blocking incidents. Following specification of system states, we formulated a discrete-time nonlinear stochastic model that comprises four types of equations, namely (1) recursive equations, (2) measurement equations, (3) incident-induced delay equations, and (4) boundary constraints. From the proposed stochastic model we then developed a stochastic optimal control algorithm to update the time-varying control variables and lane traffic state variables in real-time with lane-blocking incidents at isolated intersections. To generate traffic data used in model tests efficiently, we employed an advanced microscopic traffic simulator, Paramics, Version 3.0, which is developed to model and analyze ITS traffic flow conditions. The preliminary test results indicate that the proposed method can accomplish the goal of real-time, incident-responsive traffic signal control. In addition to proposing a new methodology, we hope that this study can initiate investigation into real-time, incident-responsive traffic control and management to achieve the final goal of networkwide incident-responsive, traffic-optimal control for incident management.
机译:实时,事件响应型流量控制和管理对于ITS中高级事件管理系统的开发至关重要。更重要的是,从学术角度来看,它提供了事件检测,事件管理和交通信号控制之间的联系。这项研究探索了随机最优控制方法在隔离路口实时,事件响应交通控制中的应用。在方法学开发中,指定了随时间变化的车道交通状态变量和控制变量,以表征在车道阻塞事件条件下的全区间车道和内在交通状态。根据系统状态的说明,我们制定了一个离散时间非线性随机模型,该模型包含四种类型的方程,即(1)递归方程,(2)测量方程,(3)入射诱发延迟方程和(4)边界约束。然后,从提出的随机模型中,我们开发了一种随机最优控制算法,以实时更新时变控制变量和车道交通状态变量,以及在孤立的交叉路口处的车道阻塞事件。为了有效地生成用于模型测试的交通数据,我们采用了先进的微观交通仿真器Paramics,版本3.0,该仿真器用于对ITS交通流状况进行建模和分析。初步的测试结果表明,该方法可以实现实时,事件响应型交通信号控制的目标。除了提出一种新的方法外,我们希望本研究可以启动对实时,事件响应型流量控制和管理的调查,以实现针对事件管理的全网络事件响应型流量最佳控制的最终目标。

著录项

  • 来源
    《Transportation Science》 |2002年第4期|p.418-434|共17页
  • 作者

    Jiuh-Biing Sheu;

  • 作者单位

    Institute of Traffic and Transportation, National Chiao Tung University, 4F 114 Chung Hsiao W. Road, Sec. 1, Taipei 10012, Taiwan;

  • 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 综合运输;
  • 关键词

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