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Evaluation of Integrated Variable Speed Limit and Lane Change Control for Highway Traffic Flow ?

机译:高速公路交通流量集成速度限制和车道变化控制的评估

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A sudden lane drop on a freeway with high volume of vehicles can cause severe traffic congestion and safety issues. Forced lane changes near the bottleneck reduce the traffic mobility on all lanes and trigger the capacity drop phenomenon. Numerous studies have explored the effect of Variable Speed Limit (VSL) and Lane Change (LC) control on solving the bottleneck congestion, but only a few have taken the measurement or model uncertainties into considerations. In this paper, we design an integrated VSL and LC controller based on a modified multi-section Cell Transmission Model (CTM) to alleviate the freeway bottleneck congestion and reject uncertainties. The location of the most upstream speed sign is treated as a parameter and optimized using simulation data. We first evaluate the proposed controller without uncertainty to demonstrate its effectiveness in improving traffic flow. Then we incorporate the uncertainties in measurements and model parameters to examine the robustness of the control. The proposed combined VSL and LC controllers are demonstrated to be robust with respect to uncertainties. The bounds of allowable uncertainties are more sensitive when uncertainties lead to a reduction of speed limit commands than an increase.
机译:高速公路突然的车道下降,大量车辆可能会导致严重的交通拥堵和安全问题。瓶颈附近的强制车道变化会降低所有车道上的交通流动,触发容量下降现象。许多研究探索了可变速度限制(VSL)和车道变化(LC)对求解瓶颈充血的影响,但只有少数几乎没有考虑的测量或模型不确定性。在本文中,我们设计了一种基于修改的多部分单元传输模型(CTM)的集成VSL和LC控制器,以减轻高速公路瓶颈拥塞和拒绝不确定性。最上游速度标志的位置被视为参数并使用模拟数据进行优化。我们首先在没有不确定性的情况下评估所提出的控制器,以证明其在改善交通流量方面的有效性。然后我们在测量和模型参数中纳入了不确定性,以检查控制的鲁棒性。所提出的组合的VSL和LC控制器被证明对不确定性具有鲁棒性。当不确定性导致减少速度限制命令时,允许的不确定性的界限更敏感,而不是增加。

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