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Complex Trajectory Tracking Using PID Control for Autonomous Driving

机译:基于PID控制的自动驾驶复杂轨迹跟踪。

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摘要

In this paper, a Proportional-Integral-Differential (PID) controller that facilitates track maneuvering for self-driving cars is proposed. Three different design approaches are used to find and tune the controller hyper-parameters. One of them is “WAFTune”, which is an ad hoc trial-and-error based technique that is specifically proposed in this paper for this specific application. The proposed controller uses only the Cross-Track-Error (CTE) as an input to the controller, whereas the output is the steering command. Extensive simulation studies in complex tracks with many sharp turns have been carried out to evaluate the performance of the proposed controller at different speeds. The analysis shows that the proposed technique outperforms the other ones. The usefulness and the shortcomings of the proposed tuning mechanism are also discussed in details.
机译:在本文中,提出了一种比例积分微分(PID)控制器,该控制器有助于自动驾驶汽车的轨道操纵。三种不同的设计方法用于查找和调整控制器超参数。其中之一是“ WAFTune”,这是一种基于临时试验和错误的技术,在本文中针对该特定应用专门提出了该技术。所提出的控制器仅将交叉跟踪误差(CTE)用作控制器的输入,而输出是转向命令。已经对具有许多急转弯的复杂轨道进行了广泛的仿真研究,以评估所提出的控制器在不同速度下的性能。分析表明,所提出的技术优于其他技术。还详细讨论了所提出的调整机制的有用性和不足之处。

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