Optimal constraint tightening policies for robust variable horizon model predictive control

This paper develops a technique for improving the region of attraction of a robust variable horizon model predictive controller. It considers a constrained discrete-time linear system acted upon by a bounded, but unknown time-varying state disturbance. Using constraint tightening for robustness, it is shown how the tightening policy, parameterised as direct feedback on the disturbance, can be optimised to increase the volume of an inner approximation to the controller's true region of attraction. Numerical examples demonstrate the benefits of the policy in increasing region of attraction volume and decreasing the maximum prediction horizon length.

[1]  Kim-Chuan Toh,et al.  SDPT3 -- A Matlab Software Package for Semidefinite Programming , 1996 .

[2]  D. Mayne,et al.  Min-max feedback model predictive control for constrained linear systems , 1998, IEEE Trans. Autom. Control..

[3]  Johan Efberg,et al.  YALMIP : A toolbox for modeling and optimization in MATLAB , 2004 .

[4]  Luigi Chisci,et al.  Systems with persistent disturbances: predictive control with restricted constraints , 2001, Autom..

[5]  E. Kerrigan Robust Constraint Satisfaction: Invariant Sets and Predictive Control , 2000 .

[6]  J. Lofberg,et al.  YALMIP : a toolbox for modeling and optimization in MATLAB , 2004, 2004 IEEE International Conference on Robotics and Automation (IEEE Cat. No.04CH37508).

[7]  Jonathan P. How,et al.  Model predictive control of vehicle maneuvers with guaranteed completion time and robust feasibility , 2003, Proceedings of the 2003 American Control Conference, 2003..

[8]  Mato Baotic,et al.  Multi-Parametric Toolbox (MPT) , 2004, HSCC.

[9]  Yin Zhang,et al.  On Numerical Solution of the Maximum Volume Ellipsoid Problem , 2003, SIAM J. Optim..

[10]  A. Richards,et al.  Robust Receding Horizon Control using Generalized Constraint Tightening , 2007, 2007 American Control Conference.

[11]  J. Maciejowski,et al.  Equality Set Projection: A new algorithm for the projection of polytopes in halfspace representation , 2004 .

[12]  L. Comtet,et al.  Advanced Combinatorics: The Art of Finite and Infinite Expansions , 1974 .

[13]  Arthur G. Richards,et al.  Robust stable model predictive control with constraint tightening , 2006, 2006 American Control Conference.

[14]  George B. Dantzig,et al.  Fourier-Motzkin Elimination and Its Dual , 1973, J. Comb. Theory A.

[15]  Eric C. Kerrigan,et al.  Optimization over state feedback policies for robust control with constraints , 2006, Autom..

[16]  E. Yaz Linear Matrix Inequalities In System And Control Theory , 1998, Proceedings of the IEEE.

[17]  Rohan C. Shekhar,et al.  Variable horizon model predictive control : robustness and optimality , 2012 .

[18]  Jonathan P. How,et al.  Robust variable horizon model predictive control for vehicle maneuvering , 2006 .