冰雪下坡弯道情境下自动驾驶车辆安全速度规划方法

Construction of Speed Planning Model for Autonomous Vehicles in Ice and Snow Downhill Curve Scenarios

  • 摘要: 针对冰雪环境下自动驾驶车辆在下坡转弯道路中易发生侧翻和侧滑的问题,研究通过分析不同冰雪路面的特征以及车辆的横纵向动力学特性,构建了一种基于S形曲线的三阶段制动速度规划模型。该模型将车辆制动过程分为减速度增加段、恒定减速度段与减速度减小段三个阶段,综合考虑松雪、雪板以及冰板三种降雪后常见的冰雪道路附着系数、坡度和曲率等关键因素,基于道路信息得到自动驾驶车辆在不同冰雪下坡转弯路面的安全速度,并以安全速度为约束调整车辆行驶速度,实现自动驾驶车辆平稳制动。此外,为验证模型有效性,采用CarSim平台构建不同坡度、曲率以及路面冰雪道路场景进行仿真验证。仿真结果表明:在松雪路面上,车辆的横摆角速度最大值达到 0.255 rad/s,质心侧偏角最大值为 0.016 rad,侧向加速度最大值为 3.05 m/s2;在雪板路面上,横摆角速度最大值为 0.215 rad/s,质心侧偏角最大值为 0.028 rad,侧向加速度最大值为 2.14 m/s2;在冰板路面上,横摆角速度最大值为 0.148 rad/s,质心侧偏角最大值约为 0.051 rad,侧向加速度最大值为 1.17 m/s2;此外,道路坡度和曲率增加会减慢制动,增加横摆角速度和质心侧偏角波动,降低侧向加速度,在低附着系数的冰雪路面上,车辆减速变慢,横摆角速度和侧向加速度降低,质心侧偏角增大。

     

    Abstract: Aiming at the problem that autonomous driving vehicles are prone to rollover and skidding in ice and snow downhill curve scenarios, this study constructs a three-stage braking speed planning model based on the S-shaped curve by analyzing the characteristics of ice and snow roads and the longitudinal and lateral dynamic characteristics of vehicles. This model divides the vehicle braking process into three stages: the deceleration increase stage, the constant deceleration stage, and the deceleration decrease stage, uniform deceleration section and deceleration section, and takes into account the key factors such as the adhesion coefficient, gradient and curvature of three kinds of common icy and snowy roads, such as loose snow, snowboard and ice board, etc., and based on the road information, obtains the safe speed of the self-driving vehicle on different icy and snowy downhill turning surfaces, and adjusts the vehicle travelling speed by the constraint of the safe speed to realise self-driving vehicle Smooth braking. In addition, in order to verify the model validity, the CarSim platform is used to construct different gradient, curvature, and road surface ice and snow road scenarios for simulation verification. The simulation results show that on the loose snow road surface, the maximum yaw angular velocity of the vehicle reaches 0.255 rad/s, the maximum centroid lateral deflection angle is 0.016 rad, and the maximum lateral acceleration is 3.05 m/s2. On snowboard roads, the maximum yaw angular velocity is 0.215 rad/s, the maximum centroid lateral deflection angle is 0.028 rad, and the maximum lateral acceleration is 2.14 m/s2. On the ice plate road surface, the maximum yaw angular velocity is 0.148 rad/s, the maximum centroid lateral deflection angle is approximately 0.051 rad, and the maximum lateral acceleration is 1.17 m/s2. In addition, an increase in road slope and curvature will slow down braking, increase the fluctuation of yaw velocity and centroid deflection angle, and reduce lateral acceleration. On icy and snowy roads with a low adhesion coefficient, vehicle deceleration slows down, yaw velocity and lateral acceleration decrease, and centroid deflection angle increases.

     

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