Lap Time Optimization and Path Following Control for 4WS & 4WID Autonomous Vehicle

控制理论(社会学) 控制器(灌溉) PID控制器 扭矩 工程类 磁道(磁盘驱动器) 汽车工程 计算机科学 控制工程 控制(管理) 温度控制 物理 热力学 人工智能 生物 机械工程 农学
作者
Yiwen Sun,Runfeng Li,Ziwang Lu,Guangyu Tian
出处
期刊:SAE International Journal of Advances and Current Practices in Mobility 卷期号:04 (5): 1678-1688 被引量:4
标识
DOI:10.4271/2022-01-0376
摘要

<div class="section abstract"><div class="htmlview paragraph">In contrast to a normal vehicle, a 4-wheel steer (4WS) and 4-wheel independent drive (4WID) vehicle provides more flexibilities in vehicle dynamic control and better handling performance, since both the steer angle and drive torque of each wheel can be controlled. However, for motorsports, how much lap time can be improved with such a vehicle is a problem few discussed. So, this paper focuses on the racing line optimization and lap time improvement for a 4WS &amp;4WID vehicle. First, we optimize the racing line and lap time of three given circuits with the genetic algorithm (GA) and interior-point method, and several objective functions are compared. Next, to evaluate the lap time improvement of 4WS &amp; 4WID, a detailed vehicle dynamic model of our 4WS &amp; 4WID platform vehicle is built in Carsim. To follow the racing line, a path following controller which contains a PID speed controller and a model predictive control (MPC) yaw rate controller is built. Moreover, a sliding mode (SMC) 4WS controller is designed to adjust the steer angle of wheels, meanwhile another SMC direct yaw moment (DYC) controller is proposed to track the target yaw rate and allocate the wheel torque considering the appropriate usage of tire friction. Results have demonstrated that the optimized racing line and lap time have tolerable error (&lt;3%), and the proposed 4WS &amp; 4WID method can reduce 3% of the lap time by enlarging the G-G diagram.</div></div>
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