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A dynamic cooperative lane-changing model for connected and autonomous vehicles with possible accelerations of a preceding vehicle

机译:一种动态协作车道改变用于连接和自主车辆的型号,具有前车的可加速

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摘要

The emerging connected and autonomous vehicle (CAV) technologies offer a promising solution to design better lane-changing maneuvers that can reduce the negative impacts of vehicle lane-changing behavior on traffic operations. Existing studies on this topic have predominantly focused on designing lane-changing maneuvers for a subject vehicle (SV) and typically assumed that a vehicle in the target lane must decelerate to make space for the SV due to safety considerations. Nevertheless, jointly designing the trajectories of the SV and surrounding vehicles and allowing possible accelerations of a preceding vehicle may further alleviate the negative impacts of CAV?s lane-changing maneuvers. To investigate this possibility, this paper proposes a dynamic cooperative lanechanging model for CAVs with possible accelerations of a preceding vehicle. This model collects information of the surrounding vehicles and updates the lane-changing decisions for the SV in real time via three steps, namely lane-changing decision making, cooperative trajectory planning, and trajectory tracking. This model applies a linearized vehicle kinematic model to make lane-changing decisions for the SV given the states of the SV and surrounding vehicles, the minimum safety distance, and requirements on the comfort level for passengers. Furthermore, it dynamically designs the longitudinal and lateral trajectories for the SV and surrounding vehicles. Extensive numerical simulation experiments are conducted to evaluate the effectiveness of the proposed model. Results show that the proposed model increases the success rate of the SV?s lane-changing maneuvers, smoothens the trajectories of the SV and vehicles in the upstream direction at the cost of a slightly more significant oscillation of the last vehicle in the downstream direction. Overall, the proposed model reduces the negative impacts of lane-changing maneuvers on the surrounding traffic. The results also reveal the robustness of the model performance by varying several key input parameters in the experiments.
机译:新兴的连接和自主车辆(CAV)技术提供了一个有希望的解决方案来设计更好的车道变化的机动,可以降低车辆车道改变行为对交通运营的负面影响。关于该主题的现有研究主要集中于设计主车辆(SV)的车道改变的操作,并且通常假设目标车道中的车辆由于安全考虑而导致SV的空间。然而,共同设计SV和周围车辆的轨迹并允许前面的车辆的可能加速度可以进一步缓解CAVE的车道变化的操纵的负面影响。为了研究这种可能性,本文提出了一种用于脉冲的动态协作Lanechanging模型,具有前方车辆的可能加速。该模型收集周围车辆的信息,并通过三个步骤,即车道改变决策,协作轨迹规划和轨迹跟踪来更新SV的车道改变的车道决策。该模型适用于线性化的车辆运动模型,为SV和周围车辆的状态,最低安全距离和乘客舒适程度的要求进行SV的车道改变决策。此外,它动态地设计了SV和周围车辆的纵向和横向轨迹。进行了广泛的数值模拟实验以评估所提出的模型的有效性。结果表明,该模型提高了SV型车道变化的机动的成功率,使上游方向的SV和车辆的轨迹平滑为在下游方向上的最后一辆车的稍微振荡的成本。总的来说,拟议的模式降低了在周围交通上的车道变化的机动的负面影响。结果还通过在实验中改变几个键输入参数来揭示模型性能的稳健性。

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