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A Derivative-based Control Method for Dynamic Traffic

机译:一种基于导数的动态交通控制方法

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摘要

Recently, Lo (1999, 2001) developed a cell-based dynamic signal control formulation designated as Dynamic Intersection Signal Control Optimization (DISCO). DISCO considers the entire range of the Fundamental Diagram by encapsulating the Cell-Transmission Model (CTM). To determine an optimal timing plan, one may either solve the mixed-integer program directly or develop a quasi-optimal solution approach based on Genetic Algorithm. Lo et al (2001) shows that DISCO outperformed TRANSYT by more than 30% in terms of overall delay reduction when applied to Hong Kong network scenarios. However, both approaches require extensive computational effort. To rectify this shortcoming, this study develops a derivative-based method, combined with Frank-Wolfe's convex combination algorithm to determine an optimal timing plan. The derivatives are derived using Newell's three-point detector approach. A simple example is included to illustrate the approach.
机译:最近,Lo(1999,2001)开发了一种基于小区的动态信号控制公式,称为动态交叉口信号控制优化(DISCO)。 DISCO通过封装单元传输模型(CTM)来考虑基础图的整个范围。为了确定最佳时序计划,可以直接求解混合整数程序,也可以基于遗传算法开发一种准最优求解方法。 Lo等人(2001年)表明,在应用于香港网络场景时,在总体延迟减少方面,DISCO的表现优于TRANSYT。但是,这两种方法都需要大量的计算工作。为了纠正这一缺点,本研究开发了一种基于导数的方法,并结合Frank-Wolfe的凸组合算法来确定最佳时序计划。导数是使用Newell的三点检测器方法得出的。包含一个简单的示例来说明该方法。

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