Active Front Steering Using Stable Model Predictive Control Approach via LMI

In this paper, a modelpredictive control (MPC) with guaranteed stability is used for controlling anactive front steering system in an autonomous vehicle. At each controlinterval, it is assumed that by using information obtained from the sensors onthe vehicle, a trajectory is known over a finite horizon, and then it is thepredictive controller duty to compute the front steering angle as the controlinput until the vehicle follows the trajectory. In addition, for reducingcomputational load of implementing the controller we convert the MPCoptimization problem into linear matrix inequality (LMI) form so the problemcan be solved more efficiently. The effectiveness of the proposed MPCformulation is demonstrated by simulation. A comparison is made between thetime consumed for solving LMI form of the problem and another approach ofsolving.

[1]  Alberto Bemporad,et al.  An algorithm for multi-parametric quadratic programming and explicit MPC solutions , 2003, Autom..

[2]  Ilya V. Kolmanovsky,et al.  Constrained control of vehicle steering , 2009, 2009 IEEE Control Applications, (CCA) & Intelligent Control, (ISIC).

[3]  Paolo Falcone,et al.  Nonlinear Model Predictive Control for Autonomous Vehicles , 2007 .

[4]  Stephen P. Boyd,et al.  Fast Model Predictive Control Using Online Optimization , 2010, IEEE Transactions on Control Systems Technology.

[5]  D. Mayne,et al.  Moving horizon observers and observer-based control , 1995, IEEE Trans. Autom. Control..

[6]  Francesco Borrelli,et al.  Predictive Active Steering Control for Autonomous Vehicle Systems , 2007, IEEE Transactions on Control Systems Technology.

[7]  P. Falcone,et al.  A hierarchical Model Predictive Control framework for autonomous ground vehicles , 2008, 2008 American Control Conference.

[8]  S. Joe Qin,et al.  A survey of industrial model predictive control technology , 2003 .

[9]  T. Johansen,et al.  An algorithm for multi-parametric quadratic programming and explicit MPC solutions , 2001, Proceedings of the 40th IEEE Conference on Decision and Control (Cat. No.01CH37228).

[10]  Liuping Wang,et al.  Model Predictive Control System Design and Implementation Using MATLAB , 2009 .

[11]  F. Allgöwer,et al.  A quasi-infinite horizon nonlinear model predictive control scheme with guaranteed stability , 1997 .

[12]  Riccardo Scattolini,et al.  Architectures for distributed and hierarchical Model Predictive Control - A review , 2009 .

[13]  Rajesh Rajamani,et al.  Vehicle dynamics and control , 2005 .

[14]  M. Haeri,et al.  Extension of Nonlinear DMC for MIMO Systems , 2003, 2003 4th International Conference on Control and Automation Proceedings.

[15]  R. Mahboobi Esfanjani,et al.  Stabilizing model predictive control for constrained nonlinear distributed delay systems. , 2011, ISA transactions.

[16]  E. Gilbert,et al.  Optimal infinite-horizon feedback laws for a general class of constrained discrete-time systems: Stability and moving-horizon approximations , 1988 .

[17]  Alberto Bemporad,et al.  The explicit linear quadratic regulator for constrained systems , 2003, Autom..