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Study of model predictive control for path-following autonomous ground vehicle control under crosswind effect

机译:侧风效应下的路径自主地面车辆控制模型预测控制研究

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摘要

We present a comparative study of model predictive control approaches of two-wheel steering, four-wheel steering, and a combination of two-wheel steering with direct yaw moment control manoeuvres for path-following control in autonomous car vehicle dynamics systems. Single-track mode, based on a linearized vehicle and tire model, is used. Based on a given trajectory, we drove the vehicle at low and high forward speeds and on low and high road friction surfaces for a double-lane change scenario in order to follow the desired trajectory as close as possible while rejecting the effects of wind gusts. We compared the controller based on both simple and complex bicycle models without and with the roll vehicle dynamics for different types of model predictive control manoeuvres. The simulation result showed that the model predictive control gave a better performance in terms of robustness for both forward speeds and road surface variation in autonomous path-following control. It also demonstrated that model predictive control is useful to maintain vehicle stability along the desired path and has an ability to eliminate the crosswind effect.
机译:我们对两轮转向,四轮转向以及两轮转向与直接偏航力矩控制操纵相结合的模型预测控制方法进行比较研究,以进行自动汽车动力学系统中的路径跟踪控制。使用基于线性化车辆和轮胎模型的单轨模式。根据给定的轨迹,我们以低速和高速前进速度在低车道和高路面摩擦表面上驾驶车辆,以实现双车道变化场景,以便尽可能接近所需的轨迹,同时避免阵风的影响。我们比较了基于简单和复杂自行车模型的控制器(不带和带有侧倾车辆动力学的控制器)的不同类型的模型预测控制动作。仿真结果表明,模型预测控制在自动跟踪控制中在前进速度和路面变化方面的鲁棒性方面具有更好的性能。还证明了模型预测控制可用于保持车辆沿所需路径的稳定性,并具有消除侧风效应的能力。

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