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An Outer Loop of Trajectory and an Inner Loop of Steering Angle for Trajectory Tracking Control of Automatic Lane Change System

机译:轨迹的外环和自动通道改变系统轨迹跟踪控制转向角的内圈

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Automatic Lane Change (ALC) function is an important step to promote the currently popular Advanced Driver Assistance Systems (ADAS) within a single lane. The key issue for ALC is accurate steering angle and trajectory tracking during the lane changing process. In this paper, an MPC controller with a receding horizon is designed to track the desired trajectory. During the tracking process, other objectives such as safety and smoothness are considered. Considering of the practical mechanism and parameter uncertainties, an SMC controller is designed to track the target steering angle. For validation, a Hardware-in-the-Loop (HIL) experiment platform is established, and experiments of different control algorithms under different conditions are carried out successively. Comparisons of the experiment results of MPC+SMC and PID+SMC schemes indicate that both the trajectory error and the steering angle error of the former combination are smaller. Specifically, the peak trajectory error in Y direction of MPC+SMC is by about 50% smaller under velocity from 60km/h to 80km/h, and lane change duration is also shorter than the PID+SMC scheme. And compared to the servo motor’s own position loop, the proposed SMC controller’s tracking performance is a little worse, but the angle tracking error is always within 0.01 rad. Given that the cost of a servo motor and the reality that most current EPS (Electric Power Steering) system does not equip a servo motor, the performance of the SMC controller here is acceptable. To make the results more convictive, several other experiments under different adhesion coefficients and prediction horizons were then carried out to show the robustness of the MPC+SMC scheme. All the results can support the conclusion that the proposed algorithm can fulfil the efficiency, comfortable, and safety requirements under different ALC conditions.
机译:自动车道更改(ALC)功能是推广当前流行的高级驾驶员辅助系统(ADAS)的一个重要步骤。在车道改变过程中,ALC的关键问题是准确的转向角和轨迹跟踪。在本文中,具有后退地平线的MPC控制器被设计为跟踪所需的轨迹。在跟踪过程中,考虑了其他目标,例如安全性和平滑度。考虑实际机制和参数不确定性,SMC控制器设计用于跟踪目标转向角。为了验证,建立了硬件循环(HIL)实验平台,并在不同条件下的不同控制算法进行了实验。 MPC + SMC和PID + SMC方案的实验结果的比较表明,前者组合的轨迹误差和转向角误差都较小。具体地,在MPC + SMC的Y方向上的峰轨迹误差在60km / h至80km / h的速度下较小的约50%,并且车道变化持续时间也比PID + SMC方案短。并与伺服电机自身的位置环相比,所提出的SMC控制器的跟踪性能有点差,但角度跟踪误差始终在0.01 RAD中。鉴于伺服电机的成本和大多数电流EPS(电力转向)系统没有装备伺服电机的现实,这里的SMC控制器的性能是可接受的。为了使结果更具定罪,然后进行不同粘附系数和预测视野的几个其他实验,以显示MPC + SMC方案的鲁棒性。所有结果都可以支持所提出的算法可以满足不同ALC条件下的效率,舒适和安全要求。

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