Nested PID steering control for lane keeping in autonomous vehicles

被引:385
作者
Marino, Riccardo [1 ]
Scalzi, Stefano [1 ]
Netto, Mariana [2 ]
机构
[1] Univ Roma Tor Vergata, Elect Engn Dept DIE, I-00133 Rome, Italy
[2] LCPC INRETS, LIVIC Vehicle Infrastruct Driver Interact Res Uni, F-78000 Versailles, France
关键词
Vehicle dynamics; Integrated automotive control; Lane keeping; Autonomous vehicles; ROBUST; ASSISTANCE; SYSTEMS;
D O I
10.1016/j.conengprac.2011.08.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
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 mu-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. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1459 / 1467
页数:9
相关论文
共 28 条
  • [1] LINEAR AND NONLINEAR CONTROLLER-DESIGN FOR ROBUST AUTOMATIC STEERING
    ACKERMANN, J
    GULDNER, J
    SIENEL, W
    STEINHAUSER, R
    UTKIN, VI
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 1995, 3 (01) : 132 - 143
  • [2] Ackermann J., 2002, Robust Control
  • [3] Baumgarten G., United States Patent Pub, Patent No. [US 20040070268, 20040070268]
  • [4] Broggi A., 1999, International Journal of Intelligent Control and Systems, V3, P409
  • [5] CERONE V, 2002, P AM CONTR C ANCH AK
  • [6] Combined Automatic Lane-Keeping and Driver's Steering Through a 2-DOF Control Strategy
    Cerone, Vito
    Milanese, Mario
    Regruto, Diego
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2009, 17 (01) : 135 - 142
  • [7] Alice: An information-rich autonomous vehicle for high-speed desert navigation
    Cremean, Lars B.
    Foote, Tully B.
    Gillula, Jeremy H.
    Hines, George H.
    Kogan, Dmitriy
    Kriechbaum, Kristopher L.
    Lamb, Jeffrey C.
    Leibs, Jeremy
    Lindzey, Laura
    Rasmussen, Christopher E.
    Stewart, Alexander D.
    Burdick, Joel W.
    Murray, Richard M.
    [J]. JOURNAL OF FIELD ROBOTICS, 2006, 23 (09) : 777 - 810
  • [8] Driver steering assistance for lane departure avoidance
    Enache, N. Minoiu
    Netto, M.
    Mammar, S.
    Lusetti, B.
    [J]. CONTROL ENGINEERING PRACTICE, 2009, 17 (06) : 642 - 651
  • [9] ENACHE NM, 2008, IEEE T INTELLIGENT T, V11
  • [10] Predictive active steering control for autonomous vehicle systems
    Falcone, Paolo
    Borrelli, Francesco
    Asgari, Jahan
    Tseng, Hongtei Eric
    Hrovat, Davor
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2007, 15 (03) : 566 - 580