Predictive active steering control for autonomous vehicle systems

被引:1280
作者
Falcone, Paolo [1 ]
Borrelli, Francesco
Asgari, Jahan
Tseng, Hongtei Eric
Hrovat, Davor
机构
[1] Univ Sannio, Dipartimento Ingn, I-82100 Benevento, Italy
[2] Ford Res Labs, Res & Innovat Ctr, Dearborn, MI 48124 USA
关键词
active steering; autonomous vehicles; model predictive control; nonlinear optimization; vehicle dynamics control; vehicle stability;
D O I
10.1109/TCST.2007.894653
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
In this paper, a model predictive control (MPC) approach for controlling an active front steering system in an autonomous vehicle is presented. At each time step, a trajectory is assumed to be known over a finite horizon, and an WC controller computes the front steering angle in order to follow the trajectory on slippery roads at the highest possible entry speed. We present two approaches with different computational complexities. In the first approach, we formulate the MPC problem by using a nonlinear vehicle model. The second approach is based on successive online linearization of the vehicle model. Discussions on computational complexity and performance of the two schemes are presented. The effectiveness of the pro posed MPC formulation is demonstrated by simulation and experimental tests up to 21 m/s on icy roads.
引用
收藏
页码:566 / 580
页数:15
相关论文
共 36 条
[1]
Ackermann J., 1993, IEEE Transactions on Control Systems Technology, V1, P15, DOI 10.1109/87.221348
[2]
ACKERMANN J, 1999, P 32 INT S AUT TECHN, P263
[3]
ACKERMANN J, 2004, INT C ADV VEH CONTR
[4]
Bakker E, 1987, 870421 SAE INT
[5]
BEHRINGER R, 2004, IFAC S INT AUT VEH L
[6]
Borrelli F., 2005, International Journal of Vehicle Autonomous Systems, V3, P265, DOI 10.1504/IJVAS.2005.008237
[7]
An MPC/hybrid system approach to traction control [J].
Borrelli, Francesco ;
Bemporad, Alberto ;
Fodor, Michael ;
Hrovat, Davor .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2006, 14 (03) :541-552
[8]
Calhoun PC, 2002, AIAA ATM FLIGHT MECH
[9]
Gain-scheduling MPC of nonlinear systems [J].
Chisci, L ;
Falugi, P ;
Zappa, G .
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2003, 13 (3-4) :295-308
[10]
COSTLOW T, 2005, ACTIVE SAFETY