Pragmatic and Effective Enhancements for Stanley Path-Tracking Controller by Considering System Delay

Alexander Seiffer, Michael Frey, F. Gauterin
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Abstract

The Stanley controller is a proven approach for path tracking control in automated vehicles. If time delays occur, for example, in signal processing and steering angle control, precision and stability decrease. In this article, enhancements for the Stanley controller are proposed to achieve stable behavior with improved tracking accuracy. The approach uses the curvature of the path as feedforward, whereby the reference point for the feedforward input differs from that of the controller setpoints. By choosing a point further along the path, the negative effects of system delay are reduced. First, the parameters of the Stanley controller are calibrated using a straight line and circle maneuver. Then, the newly introduced feedforward parameter is optimized on a dynamic circuit. The approach was evaluated in simulation and validated on a demonstrator vehicle. The validation tests with the demonstrator vehicle on the dynamic circuit revealed a reduction of the root-mean-square cross-track error from 0.11 m to 0.03 m compared to the Stanley controller. We proved that the proposed approach optimizes the Stanley controller in terms of compensating for the negative effects of system delay. This allows it to be used in a wider range of applications that would otherwise require a more complex control approach.
考虑系统延迟的Stanley路径跟踪控制器实用有效的改进
Stanley控制器是一种经过验证的自动车辆路径跟踪控制方法。例如,在信号处理和转向角控制中,如果出现时间延迟,则精度和稳定性会降低。在本文中,提出了对Stanley控制器的改进,以获得稳定的行为和提高的跟踪精度。该方法使用路径的曲率作为前馈,因此前馈输入的参考点不同于控制器的设定点。通过在路径上选择一个较远的点,减少了系统延迟的负面影响。首先,采用直线和圆机动标定斯坦利控制器的参数。然后,在动态电路上对新引入的前馈参数进行优化。该方法在仿真中进行了评估,并在验证车上进行了验证。在动态电路上的验证试验表明,与斯坦利控制器相比,均方根交叉轨迹误差从0.11 m减少到0.03 m。我们证明了所提出的方法在补偿系统延迟的负面影响方面优化了Stanley控制器。这使得它可以用于更广泛的应用程序,否则将需要更复杂的控制方法。
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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