An MPC/hybrid system approach to traction control

被引:189
作者
Borrelli, Francesco
Bemporad, Alberto
Fodor, Michael
Hrovat, Davor
机构
[1] ETH, Automat Control Lab, CH-8092 Zurich, Switzerland
[2] Ford Res Labs, Dearborn, MI 48124 USA
关键词
antiskid systems; hybrid systems; model predictive control; multiparametric programming; optimal control; traction control;
D O I
10.1109/TCST.2005.860527
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes a hybrid model and a model predictive control (MPC) strategy for solving a traction control problem. The problem is tackled in a systematic way from modeling to control synthesis and implementation. The model is described first in the Hybrid Systems Description Language to obtain a mixed-logical dynamical (MLD) hybrid model of the open-loop system. For the resulting MLD model, we design a receding horizon finite-time optimal controller. The resulting optimal controller is converted to its equivalent piecewise affine form by employing multiparametric programming techniques, and finally experimentally tested on a car prototype. Experiments show that good and robust performance is achieved in a limited development time by avoiding the design of ad hoc supervisory and logical constructs usually required by controllers developed according to standard techniques.
引用
收藏
页码:541 / 552
页数:12
相关论文
共 30 条
[1]  
ANDER AT, 1996, Patent No. 5563792
[2]  
[Anonymous], 1993, MODEL BUILDING MATH
[3]  
BALAKRISHNA R, 1995, IEEE T ROBOTIC AUTOM, V11, P349
[4]   Fuzzy logic traction controllers and their effect on longitudinal vehicle platoon systems [J].
Bauer, M ;
Tomizuka, M .
VEHICLE SYSTEM DYNAMICS, 1996, 25 (04) :277-303
[5]  
BELLINI A, 1996, P ISATA 29 INT S AUT, P275
[6]   The explicit linear quadratic regulator for constrained systems [J].
Bemporad, A ;
Morari, M ;
Dua, V ;
Pistikopoulos, EN .
AUTOMATICA, 2002, 38 (01) :3-20
[7]   Data classification and parameter estimation for the identification of piecewise affine models [J].
Bemporad, A ;
Garulli, A ;
Paoletti, S ;
Vicino, A .
2004 43RD IEEE CONFERENCE ON DECISION AND CONTROL (CDC), VOLS 1-5, 2004, :20-25
[8]   Control of systems integrating logic, dynamics, and constraints [J].
Bemporad, A ;
Morari, M .
AUTOMATICA, 1999, 35 (03) :407-427
[9]  
Bemporad A, 2002, IEEE DECIS CONTR P, P1582, DOI 10.1109/CDC.2002.1184745
[10]  
Bemporad A, 2000, P AMER CONTR CONF, P872, DOI 10.1109/ACC.2000.876624