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Modeling and control of automated vehicle access on dedicated bus rapid transit lanes

机译:专用巴士快速运输车道自动化车辆通道的建模与控制

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The establishment of dedicated automated vehicle (AV) lanes has been regarded as an effective approach for addressing heterogeneous traffic with both AVs and regular vehicles (RVs), promoting both traffic efficiency and safety. However, building new dedicated AV lanes in urban areas is not cost effective in the early stage of AV adoption. Fortunately, dedicated bus rapid transit (BRT) lanes can provide a separate right-of-way (ROW) for AVs, which is a practical and economical alternative for promoting AV development. In this paper, we propose an innovative idea of allowing AVs to use dedicated BRT lanes, and quantitatively analyze the stationary performance of mixed-use lanes. Specifically, the analysis is conducted through a cyclic space-time model for AVs on the mixed-use lane, and a sequential optimization method (SOM) is proposed to approximately solve the model. With the SOM providing a valid tool for performance evaluation, we then develop an assignment model for the routing of AVs on a traffic corridor with both mixed-use lane and general-purpose lanes to minimize the total travel time of both AVs and RVs. The model is formulated as a black-box nonlinear program without an explicit analytical form; a successive linear programming (SLP) algorithm with finite difference for gradient approximation is then utilized to solve the nonlinear program. Numerical experiments are conducted in different scenarios, which reveal that the establishment of the mixed-use lane can not only improve the efficiency of AVs but also alleviate the congestion on general-purpose lanes.
机译:专门的自动化车辆(AV)车道的建立被认为是一种有效的方法,用于解决具有AVS和常规车辆(RVS)的异质流量,促进交通效率和安全。然而,在城市地区建立新的专用AV车道在AV采用的早期阶段并不具有成本效益。幸运的是,专用总线快速运输(BRT)车道可以为AVS提供单独的右路(行),这是促进AV开发的实用和经济的替代方案。在本文中,我们提出了一种允许AVS使用专用BRT车道的创新理念,并定量分析混合用途车道的固定性能。具体地,通过混合使用通道上的AVS的循环空间时间模型进行分析,并提出了一种顺序优化方法(SOM)以近似求解模型。使用SOM提供用于性能评估的有效工具,我们将开发一个分配模型,用于使用混合使用的车道和通用车道在交通走廊上的AVS路由,以最小化AVS和RV的总旅行时间。该模型作为黑盒非线性程序制定,没有明确的分析形式;然后利用具有有限差异的连续线性编程(SLP)算法来解决非线性程序。数值实验在不同的情况下进行,揭示了混合用途车道的建立不仅可以提高AVS的效率,而且还可以缓解通用车道上的拥堵。

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