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首页> 外文期刊>Mathematical Problems in Engineering: Theory, Methods and Applications >Real-Time Arterial Coordination Control Based on Dynamic Intersection Turning Fractions Estimation Using Genetic Algorithm
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Real-Time Arterial Coordination Control Based on Dynamic Intersection Turning Fractions Estimation Using Genetic Algorithm

机译:基于遗传算法的动态交叉口转弯比例估计的实时动脉协调控制

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Real-time arterial coordination control is crucial for urban transportation systems and is partially dependent on dynamic turning flows at intersections. Few existing researches employ such information due to the restrictions of traffic surveillance systems. This paper presents a model framework for real-time arterial coordination control based on dynamic intersection turning fraction estimation, including three submodels: (1) a parameter optimization model to estimate dynamic intersection turning fractions using detected link counts at entering and exiting approaches; (2) a nonlinear model using minimum delay as an objective to optimize the time-varying public cycle for the arterial road based on the estimated turning flows; and (3) a revised optimization model to achieve real-time offset and split for the arterial road using the novel uninterrupted ratio as objective function. Two revised genetic algorithms are developed to solve the first and third submodels, respectively, and an ordinary optimization algorithm is designed for the second submodel. Time-varying public cycle, offset, and split constitute the real-time arterial coordination control scheme together. The general model framework removes most of the assumptions of conventional arterial control models and provides a time-varying timing plan. Simulation experiments using actual data indicate that the proposed model yields much better results than the existing methods.
机译:实时动脉协调控制对于城市交通系统至关重要,并且部分取决于交叉路口的动态转向流量。由于交通监控系统的限制,很少有现有的研究采用这种信息。本文提出了一种基于动态路口转弯分数估计的实时动脉协调控制模型框架,包括三个子模型:(1)一种参数优化模型,用于在进入和退出方法中使用检测到的路段数来估算动态路口转弯分数; (2)基于估计的转弯流量,以最小延迟为目标的非线性模型,以优化主干道的时变公共周期; (3)使用新的不间断比率作为目标函数的修订的优化模型,以实现主干道的实时偏移和分割。开发了两种改进的遗传算法分别求解第一和第三子模型,并针对第二子模型设计了普通的优化算法。时变的公共周期,偏移量和分割量共同构成了实时动脉协调控制方案。通用模型框架消除了传统动脉控制模型的大多数假设,并提供了随时间变化的计时计划。使用实际数据进行的仿真实验表明,所提出的模型比现有方法产生了更好的结果。

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