MPC-based Path Following Design for Automated Vehicles with Rear Wheel Steering

Chuanyang Yu, Yanggu Zheng, Barys Shyrokau, Valentin Ivanov
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引用次数: 9

Abstract

Many studies have been recently exploited to discuss the path following control algorithms for automated vehicles using various control techniques. However, path following algorithm considering the possibility of automated vehicles with rear wheel steering (RWS) is still less investigated. In this study, we implemented nonlinear model predictive control (NMPC) on a passenger vehicle with active RWS for path following. The controller was compared to two other variations of NMPC where the rear steering angle is proportional to the front or fixed to zero. Simulation results suggested that the proposed controller outperforms the other two variations and the baseline controllers (Stanley and LQR) in terms of accuracy and responsiveness.
基于mpc的自动后轮转向车辆路径跟踪设计
近年来,许多研究利用各种控制技术来讨论自动驾驶车辆的路径跟踪控制算法。然而,考虑到具有后轮转向(RWS)的自动驾驶汽车的可能性的路径跟踪算法的研究仍然较少。在本研究中,我们对具有主动RWS的乘用车进行了非线性模型预测控制(NMPC)。将控制器与NMPC的另外两种变化进行比较,其中后转向角与前转向角成正比或固定为零。仿真结果表明,所提出的控制器在精度和响应性方面优于其他两种变量和基准控制器(Stanley和LQR)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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