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Control and Optimization Methods for Traffic Signal Control in Large-scale Congested Urban Road Networks

机译:大型拥挤城市路网交通信号控制的控制和优化方法

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The problem of designing real-time traffic signal control strategies for large-scale congested urban road networks via suitable application of control and optimization methods is considered. Three alternative methodologies are proposed, all based on the store-and-forward modeling (SFM) paradigm. The first methodology results in a linear multivariable feedback regulator derived through the formulation of the problem as a Linear-Quadratic (LQ) optimal control problem. The second methodology leads to an open-loop constrained quadratic optimal control problem whose numerical solution is achieved via quadratic-programming (QP). Finally, the third methodology leads to an open-loop constrained nonlinear optimal control problem whose numerical solution is effectuated by use of a feasible-direction algorithm. A simulation-based investigation of the signal control problem for a large-scale urban network using these methodologies is presented. Results demonstrate the efficiency and real-time feasibility of the developed generic control methods.
机译:研究了通过适当应用控制和优化方法来设计大型拥挤城市道路网络实时交通信号控制策略的问题。提出了三种替代方法,它们均基于存储转发模型(SFM)范式。第一种方法产生了线性多变量反馈调节器,该问题通过将问题表述为线性二次(LQ)最优控制问题而得出。第二种方法导致开环约束的二次最优控制问题,其数值解是通过二次编程(QP)实现的。最后,第三种方法导致开环约束的非线性最优控制问题,其数值解是通过使用可行方向算法来实现的。提出了使用这些方法对大型城市网络的信号控制问题进行基于仿真的研究。结果证明了所开发的通用控制方法的效率和实时可行性。

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