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Nested PID steering control for lane keeping in autonomous vehicles

机译:嵌套式PID转向控制用于自动驾驶车辆的车道保持

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摘要

In this paper a nested PID steering control in vision based autonomous vehicles is designed and experimentally tested to perform path following in the case of roads with an uncertain curvature. The control input is the steering wheel angle: it is designed on the basis of the yaw rate, measured by a gyroscope, and the lateral offset, measured by the vision system as the distance between the road centerline and a virtual point at a fixed distance from the vehicle. No lateral acceleration and no lateral speed measurements are required. A PI active front steering control based on the yaw rate tracking error is used to improve the vehicle steering dynamics. The yaw rate reference is computed by an external control loop which is designed using a PID control with a double integral action based on the lateral offset to reject the disturbances on the curvature which increase linearly with respect to time. The proposed control scheme leads to a nested architecture with two independent control loops that allows us to design standard PID controls in a multivariable context (two outputs, one input). The robustness of the controlled system is theoretically investigated with respect to speed variations and uncertain vehicle physical parameters. Several simulations are carried out on a standard big sedan CarSim vehicle model to explore the robustness with respect to unmodelled effects. The simulations show reduced lateral offset and new stable μ-split braking maneuvres in comparison with the model predictive steering controller implemented by CarSim. Finally the proposed control law is successfully tested by experiments using a Peugeot 307 prototype vehicle on the test track in Satory, 20 km west of Paris.
机译:在本文中,基于视觉的自动驾驶汽车中的嵌套PID转向控制被设计并进行了实验测试,以在曲率不确定的道路上执行路径跟踪。控制输入​​是方向盘角度:它是根据陀螺仪测量的偏航率和视觉系统测量的横向偏移量设计的,横向偏移量是道路中心线和固定点之间的虚拟点之间的距离从车辆上。不需要横向加速度和横向速度测量。基于横摆率跟踪误差的PI主动前转向控制可用于改善车辆转向动力学。偏航角速度参考值是由一个外部控制环计算的,该控制环使用具有基于横向偏移的双积分作用的PID控制设计,以消除相对于时间线性增加的曲率干扰。所提出的控制方案导致具有两个独立控制回路的嵌套体系结构,使我们能够在多变量上下文中设计标准PID控件(两个输出,一个输入)。理论上针对速度变化和不确定的车辆物理参数研究了受控系统的鲁棒性。在标准的大轿车CarSim车辆模型上进行了几次仿真,以探索针对未建模效果的鲁棒性。与CarSim实施的模型预测转向控制器相比,仿真显示了减少的侧向偏移和新的稳定的μ分离制动操纵。最后,在巴黎以西20公里的Satory的测试轨道上,使用Peugeot 307原型车通过实验成功地测试了拟议的控制律。

著录项

  • 来源
    《Control Engineering Practice》 |2011年第12期|p.1459-1467|共9页
  • 作者单位

    University of Rome Tor Vergata, Electronic Engineering Department - DIE, Via del Politecnico 1, 00133 Roma, Italy;

    University of Rome Tor Vergata, Electronic Engineering Department - DIE, Via del Politecnico 1, 00133 Roma, Italy;

    LCPC/1NRETS, L1VIC Vehkle-Infrastructure-Driver Interactions Research Unit, 14 Route de la miniere, 78000 Versailles, France;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    vehicle dynamics; integrated automotive control; lane keeping; autonomous vehicles;

    机译:车辆动力学;集成汽车控制;保持车道;自动驾驶汽车;
  • 入库时间 2022-08-18 02:04:40

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