Robust model predictive control of a class of uncertain nonlinear systems with application to typical CSTR problems

Abstract This paper proposes a robust predictive control approach for additive discrete time uncertain nonlinear systems. The controller design is characterized as an optimization problem of the “worst-case” objective function over an infinite moving horizon. A sufficient state feedback synthesis condition is provided in the form of a linear matrix inequality (LMI) optimization and is solved online at each time step. A few simulation examples are exploited to illustrate the effectiveness of this method. Among them are two typical CSTR problems.

[1]  Hyun-Ku Rhee,et al.  LMI-based robust model predictive control for a continuous MMA polymerization reactor , 2001 .

[2]  Juan I. Yuz,et al.  Predictive Speed Control of a Two-Mass System Driven by a Permanent Magnet Synchronous Motor , 2012, IEEE Transactions on Industrial Electronics.

[3]  Mayuresh V. Kothare,et al.  An e!cient o"-line formulation of robust model predictive control using linear matrix inequalities (cid:1) , 2003 .

[4]  Vahid Johari Majd,et al.  Control of Inverted Pendulum system by using a new robust model predictive control strategy , 2011, 2011 International Siberian Conference on Control and Communications (SIBCON).

[5]  Chyi-Tsong Chen,et al.  A nonlinear control scheme for imprecisely known processes using the sliding mode and neural fuzzy techniques , 2004 .

[6]  Gabriele Pannocchia,et al.  Robust Disturbance Modeling for Model Predictive Control with Application to Multivariable Ill-conditioned Processes , 2003 .

[7]  Jose S. B. Lopes,et al.  An LMI robust predictive control approach applied in a coupled tanks systems , 2011, IECON 2011 - 37th Annual Conference of the IEEE Industrial Electronics Society.

[8]  Manfred Morari,et al.  An improved approach for constrained robust model predictive control , 2002, Autom..

[9]  Darci Odloak,et al.  Robust model predictive control of integrating processes , 2003 .

[10]  Lorenz T. Biegler,et al.  Robust stability of nonlinear model predictive control based on extended Kalman filter , 2012 .

[11]  Chyi-Tsong Chen,et al.  Robust controller design for a class of nonlinear uncertain chemical processes , 2001 .

[12]  Gongsheng Huang,et al.  Use of uncertainty polytope to describe constraint processes with uncertain time-delay for robust model predictive control applications. , 2009, ISA transactions.

[13]  Jun Wang,et al.  Model Predictive Control of Unknown Nonlinear Dynamical Systems Based on Recurrent Neural Networks , 2012, IEEE Transactions on Industrial Electronics.

[14]  Fen Wu LMI-based robust model predictive control and its application to an industrial CSTR problem , 2001 .

[15]  Andrzej M. Trzynadlowski,et al.  Robust Cascaded Nonlinear Predictive Control of a Permanent Magnet Synchronous Motor With Antiwindup Compensator , 2012, IEEE Transactions on Industrial Electronics.