Fuzzy Adaptive Control for a Class of Non-Affine Systems Based on Singular Perturbation Theory

A fuzzy adaptive control method is proposed for a class of non-affine nonlinear systems. By combing implicit function theorem and time scale separation, the control input is derived from the solution of a fast dynamical equation. Stability analysis shows that the proposed approach can guarantee the boundedness of the tracking error semi-globally, which can be made arbitrarily small by choosing appropriate design parameters. Tracking performance is illustrated by simulation results.

[1]  A. Isidori Nonlinear Control Systems , 1985 .

[2]  Anthony J. Calise,et al.  Adaptive output feedback control of nonlinear systems using neural networks , 2001, Autom..

[3]  Gwi-Tae Park,et al.  Robust adaptive fuzzy controller for non‐affine nonlinear systems with dynamic rule activation , 2003 .

[4]  Zhang Huaguang,et al.  Modeling, identification, and control of a class of nonlinear systems , 2001, IEEE Trans. Fuzzy Syst..

[5]  J. Park,et al.  Direct adaptive output-feedback fuzzy controller for a nonaffine nonlinear system , 2004 .

[6]  E. Lavretsky,et al.  Dynamic Inversion for Nonaffine-in-Control Systems via Time-Scale Separation. Part I , 2005, Proceedings of the 2005, American Control Conference, 2005..

[7]  Jang-Hyun Park,et al.  Direct adaptive self-structuring fuzzy controller for nonaffine nonlinear system , 2005, Fuzzy Sets Syst..

[8]  Jin Zhang,et al.  Neural-network control of nonaffine nonlinear system with zero dynamics by state and output feedback , 2003, IEEE Trans. Neural Networks.

[9]  Pil-Sang Yoon,et al.  Adaptive fuzzy control of nonaffine nonlinear systems using Takagi-Sugeno fuzzy models , 2001, 10th IEEE International Conference on Fuzzy Systems. (Cat. No.01CH37297).

[10]  Anthony J. Calise,et al.  A novel error observer-based adaptive output feedback approach for control of uncertain systems , 2002, IEEE Trans. Autom. Control..

[11]  Salim Labiod,et al.  Adaptive fuzzy control of a class of SISO nonaffine nonlinear systems , 2007, Fuzzy Sets Syst..

[12]  E. Lavretsky,et al.  Adaptive dynamic inversion for nonaffine-in-control systems via time-scale separation: part II , 2005, Proceedings of the 2005, American Control Conference, 2005..

[13]  T. Apostol Mathematical Analysis , 1957 .

[14]  O. T. Johnson,et al.  Lecture Notes in Engineering and Computer Science , 2014 .

[15]  Anthony J. Calise,et al.  Adaptive Control of a Class of Nonaffine Systems Using Neural Networks , 2007, IEEE Transactions on Neural Networks.

[16]  Anthony J. Calise,et al.  Adaptive output feedback control of uncertain nonlinear systems using single-hidden-layer neural networks , 2002, IEEE Trans. Neural Networks.