Fuzzy State-Space Modeling and Robust Observer-Based Control Design for Nonlinear Partial Differential Systems

In this paper, a robust fuzzy control design is proposed for the stabilization of nonlinear partial differential systems (NPDSs). Based on Galerkin's method, a Takagi-Sugeno (T-S) fuzzy PDS is first proposed to model an NPDS. Then, the T-S fuzzy PDS can be represented by a finite-dimensional T-S fuzzy subsystem in controlled mode and a coupled infinite-dimensional T-S fuzzy subsystem in residual mode. Therefore, the NPDS can be partitioned into a finite-dimensional T-S fuzzy slow state-space subsystem to be controlled and a coupled infinite-dimensional fast residual subsystem to be tolerated. Based on the small-gain theorem, a robust fuzzy observer-based controller is developed to tolerate the coupled residual subsystem to asymptotically stabilize the NPDS. Furthermore, based on the dissipative theory, an Hinfin control design is proposed to attenuate the effects of external disturbances and measurement noises on the robust stabilization of NPDSs. The MATLAB linear matrix inequality toolbox can be employed to efficiently solve the optimal Hinfin fuzzy observer-based control design problem of NPDSs. Finally, a simulation example is given to illustrate the design procedure and confirm the performance of the proposed robust fuzzy observer-based control method for the perturbative NPDSs.

[1]  Kazuo Tanaka,et al.  A multiple Lyapunov function approach to stabilization of fuzzy control systems , 2003, IEEE Trans. Fuzzy Syst..

[2]  Jinde Cao,et al.  Robust Stabilization of the Distributed Parameter System With Time Delay via Fuzzy Control , 2008, IEEE Transactions on Fuzzy Systems.

[3]  Ji-Chang Lo,et al.  Observer-based robust H/sub /spl infin// control for fuzzy systems using two-step procedure , 2004, IEEE Transactions on Fuzzy Systems.

[4]  A. Schaft L2-Gain and Passivity Techniques in Nonlinear Control. Lecture Notes in Control and Information Sciences 218 , 1996 .

[5]  Harvey Thomas Banks,et al.  Modeling and Control in the Biomedical Sciences , 1975 .

[6]  Mark J. Balas,et al.  Finite-dimensional control of distributed parameter systems by Galerkin approximation of infinite dimensional controllers☆ , 1986 .

[7]  M. Balas The galerkin method and feedback control of linear distributed parameter systems , 1983 .

[8]  Kazuo Tanaka,et al.  Robust stabilization of a class of uncertain nonlinear systems via fuzzy control: quadratic stabilizability, H∞ control theory, and linear matrix inequalities , 1996, IEEE Trans. Fuzzy Syst..

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

[10]  Sing Kiong Nguang,et al.  Robust H/sub /spl infin// static output feedback control of fuzzy systems: an ILMI approach , 2006, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[11]  Bor-Sen Chen,et al.  Robust Observer-Based Control of Large Flexible Structures , 1994 .

[12]  P. Christofides,et al.  Dynamic optimization of dissipative PDE systems using nonlinear order reduction , 2002 .

[13]  Kazuo Tanaka,et al.  Fuzzy Control Systems Design and Analysis: A Linear Matrix Inequality Approach , 2008 .

[14]  Arjan van der Schaft,et al.  Robust stabilization of nonlinear systems via stable kernel representations with L 2 -gain bounded uncertainty , 1995 .

[15]  Gang Feng,et al.  H/sub /spl infin// controller synthesis of fuzzy dynamic systems based on piecewise Lyapunov functions and bilinear matrix inequalities , 2005, IEEE Transactions on Fuzzy Systems.

[16]  Euntai Kim,et al.  Stability analysis and synthesis for an affine fuzzy control system via LMI and ILMI: a continuous case , 2002, IEEE Trans. Fuzzy Syst..

[17]  Bor-Sen Chen,et al.  Fuzzy tracking control design for nonlinear dynamic systems via T-S fuzzy model , 2001, IEEE Trans. Fuzzy Syst..

[18]  Hans Zwart,et al.  An Introduction to Infinite-Dimensional Linear Systems Theory , 1995, Texts in Applied Mathematics.

[19]  Bor-Sen Chen,et al.  Robustness design of nonlinear dynamic systems via fuzzy linear control , 1999, IEEE Trans. Fuzzy Syst..

[20]  Kazuo Tanaka,et al.  Fuzzy regulators and fuzzy observers: relaxed stability conditions and LMI-based designs , 1998, IEEE Trans. Fuzzy Syst..

[21]  Mark J. Balas Nonlinear finite-dimensional control of a class of nonlinear distributed parameter systems using residual mode filters: A proof of local exponential stability , 1991 .

[22]  Tzuu-Hseng S. Li,et al.  T–S Fuzzy Bilinear Model and Fuzzy Controller Design for a Class of Nonlinear Systems , 2007, IEEE Transactions on Fuzzy Systems.

[23]  Fuwen Yang,et al.  Robust $H_{\infty}$ Control for Networked Systems With Random Packet Losses , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[24]  P. Christofides,et al.  Finite-dimensional approximation and control of non-linear parabolic PDE systems , 2000 .

[25]  J. Willems Dissipative dynamical systems part I: General theory , 1972 .

[26]  Wen-June Wang,et al.  Relaxed stability and stabilization conditions for a T-S fuzzy discrete system , 2005, Fuzzy Sets Syst..

[27]  Stephen P. Boyd,et al.  Linear Matrix Inequalities in Systems and Control Theory , 1994 .

[28]  Xiao-Jun Zeng,et al.  Approximation theory of fuzzy systems-SISO case , 1994, IEEE Trans. Fuzzy Syst..

[29]  Bor-Sen Chen,et al.  Mixed H2/H∞ fuzzy output feedback control design for nonlinear dynamic systems: an LMI approach , 2000, IEEE Trans. Fuzzy Syst..

[30]  Gang Feng,et al.  Analysis and design for a class of complex control systems Part I: Fuzzy modelling and identification , 1997, Autom..

[31]  Li-Xin Wang,et al.  A Course In Fuzzy Systems and Control , 1996 .

[32]  N. W. Rees,et al.  Stability analysis and design for a class of continuous-time fuzzy control systems , 1996 .

[33]  Fuwen Yang,et al.  Robust $H_{\infty}$ Control for Networked Systems With Random Packet Losses , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[34]  Tamer Basar Dissipative Dynamical SystemsPart I: General Theory , 2001 .

[35]  J. Kernévez,et al.  Numerical analysis and control of some biochemical systems , 1975 .

[36]  Bor-Sen Chen,et al.  Fuzzy Solutions to Partial Differential Equations: Adaptive Approach , 2009, IEEE Transactions on Fuzzy Systems.

[37]  Panagiotis D. Christofides,et al.  Robust Control of Parabolic PDE Systems , 1998 .

[38]  Gang Feng,et al.  Universal fuzzy controllers for a class of nonlinear systems , 2001, Fuzzy Sets Syst..

[39]  Peter Liu,et al.  Secure communications of chaotic systems with robust performance via fuzzy observer-based design , 2001, IEEE Trans. Fuzzy Syst..

[40]  P. Christofides,et al.  Nonlinear and Robust Control of PDE Systems: Methods and Applications to Transport-Reaction Processes , 2002 .

[41]  Tzuu-Hseng S. Li,et al.  Composite Fuzzy Control of Nonlinear Singularly Perturbed Systems , 2007, IEEE Transactions on Fuzzy Systems.

[42]  Guangchang Dong,et al.  Nonlinear partial differential equations of second order , 1991 .

[43]  P. Shi,et al.  ROBUST H∞ STATIC OUTPUT FEEDBACK CONTROL OF FUZZY SYSTEMS: AN ILMI APPROACH , 2005 .

[44]  Chung-Shi Tseng,et al.  Fuzzy observer-based fuzzy control design for nonlinear systems with persistent bounded disturbances , 2007, Fuzzy Sets Syst..

[45]  Michael Stingl,et al.  PENNON: A code for convex nonlinear and semidefinite programming , 2003, Optim. Methods Softw..

[46]  Han-Xiong Li,et al.  H$_{\infty}$ Fuzzy Observer-Based Control for a Class of Nonlinear Distributed Parameter Systems With Control Constraints , 2008, IEEE Transactions on Fuzzy Systems.

[47]  Stephen Yurkovich,et al.  Fuzzy Control , 1997 .

[48]  Wen-June Wang,et al.  A relaxed stability criterion for T-S fuzzy discrete systems , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[49]  Gang Feng,et al.  Hinfinity controller design of fuzzy dynamic systems based on piecewise Lyapunov functions. , 2004, IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society.

[50]  G. M.,et al.  Partial Differential Equations I , 2023, Applied Mathematical Sciences.

[51]  Rolf Johansson,et al.  System modeling and identification , 1993 .

[52]  D. Ho,et al.  Robust stabilization for a class of discrete-time non-linear systems via output feedback: The unified LMI approach , 2003 .

[53]  James C. Robinson Infinite-Dimensional Dynamical Systems: An Introduction to Dissipative Parabolic PDEs and the Theory of Global Attractors , 2001 .

[54]  J. Miller Numerical Analysis , 1966, Nature.

[55]  Venkataramanan Balakrishnan,et al.  System identification: theory for the user (second edition): Lennart Ljung; Prentice-Hall, Englewood Cliffs, NJ, 1999, ISBN 0-13-656695-2 , 2002, Autom..

[56]  Chia-Ven Pao,et al.  Nonlinear parabolic and elliptic equations , 1993 .

[57]  M. Balas,et al.  Feedback control of flexible systems , 1978 .