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Evaluation of the Impacts of Driver Population Heterogeneity on Capacity and Traffic Performance Using Microscopic Simulation

机译:使用微观仿真评估驾驶员群体异质性对容量和交通性能的影响

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The primary objective of this study is to quantitatively evaluate the impacts of driver population heterogeneity on capacity and traffic performance at basic roadway segments. Drivers were classified as two categories including novice drivers and experienced drivers, and they mainly differs in driving experience. On-road experiments were conducted for measuring the car-following data associated with the test drivers. Based on a nonlinear optimization procedure, the improved intelligent driver model was calibrated by minimizing the deviation between the observed driving trajectories and the simulated dynamics. Capacity and traffic performance were analyzed with respect to different driver population compositions by using the calibrated simulation model. The simulation results revealed that the mixture rate of novice drivers can result in capacity reduction and poor traffic performance. Specifically, the reduction rate of capacity may reached up to 28%, and most of other key measures representing traffic performance characteristics also significantly deteriorated.
机译:这项研究的主要目的是定量评估驾驶员人群异质性对基本道路网段的通行能力和交通性能的影响。驾驶员分为新手驾驶员和经验丰富的驾驶员两大类,主要区别在于驾驶经验。进行了公路实验,以测量与测试驾驶员相关的跟车数据。基于非线性优化程序,通过最小化观察到的驾驶轨迹与模拟动力学之间的偏差来校准改进的智能驾驶员模型。通过使用校准的仿真模型,针对不同的驾驶员群体组成分析了容量和交通性能。仿真结果表明,新手驾驶员的混合比率会导致容量减少和不良的交通性能。具体而言,容量减少率可能达到28%,并且代表流量性能特征的大多数其他关键指标也大大恶化。

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