Tube-based Guaranteed Cost Robust Model Predictive Control for Linear Systems Subject to Parametric Uncertainties

We propose a tube-based guaranteed cost model predictive controller considering a homothetic formulation for constrained linear systems subject to multiplicative structured norm-bounded uncertainties. It provides an upper bound to the general min-max model predictive control. The invariance property of the proposed tube holds for any arbitrary scaling. It yields a second-order cone programming problem which is less computationally expensive than standard semi-definite programming problems. We also present a numerical example with a comparative study among the proposed approach, an open-loop guaranteed cost model predictive controller, and a homothetic tube model predictive controller for linear difference inclusion systems.

[1]  Johan Löfberg Minimax MPC for systems with uncertain gain , 2002 .

[2]  David Q. Mayne,et al.  Robust model predictive control of constrained linear systems with bounded disturbances , 2005, Autom..

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

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

[5]  Basil Kouvaritakis,et al.  Robust MPC for linear systems with bounded multiplicative uncertainty , 2012, 2012 IEEE 51st IEEE Conference on Decision and Control (CDC).

[6]  Denis F. Wolf,et al.  Tube-based Guaranteed Cost Model Predictive Control Applied to Autonomous Driving Up to the Limits of Handling , 2020, ArXiv.

[7]  E. Gilbert,et al.  Theory and computation of disturbance invariant sets for discrete-time linear systems , 1998 .

[8]  Alberto Bemporad,et al.  Robust model predictive control: A survey , 1998, Robustness in Identification and Control.

[9]  J. Löfberg,et al.  Approximations of closed-loop minimax MPC , 2003, CDC.

[10]  James B. Rawlings,et al.  Nonlinear Model Predictive Control: A Tutorial and Survey , 1994 .

[11]  S. Raković,et al.  Homothetic tube MPC for constrained linear difference inclusions , 2013, 2013 25th Chinese Control and Decision Conference (CCDC).

[12]  David Q. Mayne,et al.  Robust model predictive control: advantages and disadvantages of tube-based methods ⋆ , 2011 .

[13]  Rolf Findeisen,et al.  Parameterized Tube Model Predictive Control , 2012, IEEE Transactions on Automatic Control.

[14]  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).

[15]  Si-Zhao Joe Qin,et al.  Model-Predictive Control in Practice , 2015, Encyclopedia of Systems and Control.

[16]  Lihua Xie,et al.  Control of uncertain discrete-time systems with guaranteed cost , 1993, Proceedings of 32nd IEEE Conference on Decision and Control.

[17]  Rolf Findeisen,et al.  Homothetic tube model predictive control , 2012, Autom..

[18]  Marco H. Terra,et al.  Guaranteed cost approach for robust model predictive control of uncertain linear systems , 2016, 2017 American Control Conference (ACC).

[19]  David Q. Mayne,et al.  Robust model predictive control using tubes , 2004, Autom..

[20]  William S. Levine,et al.  Elastic tube model predictive control , 2016, 2016 American Control Conference (ACC).

[21]  Denis F. Wolf,et al.  Optimal guaranteed cost control of discrete-time linear systems subject to structured uncertainties , 2018, Int. J. Control.

[22]  Franco Blanchini,et al.  Set invariance in control , 1999, Autom..

[23]  T. Iwasaki,et al.  Generalized S-procedure and finite frequency KYP lemma , 2000 .

[24]  Basil Kouvaritakis,et al.  Robust Tube MPC for Linear Systems With Multiplicative Uncertainty , 2015, IEEE Transactions on Automatic Control.