Design of an adaptive fuzzy model based controller for chaotic dynamics in Lorenz systems with uncertainty

This paper presents the control methodology for uncertain chaotic dynamics of Lorenz systems. An adaptive fuzzy control (AFC) scheme based on well-known Takagi-Sugeno (T-S) fuzzy models for the MIMO plants is constructed. The developed control law and adaptive law guarantee the boundedness of all signals in the closed-loop system. In addition, the chaotic state tracks the state of the stable reference model (SRM) asymptotically with time for any bounded reference input signal. The proposed control is applied to control of an uncertain Lorenz system such as stabilization, synchronization and chaotic model following control (CMFC).

[1]  Sahjendra N. Singh,et al.  Adaptive Control of Chaos in Lorenz System , 1997 .

[2]  Kevin M. Passino,et al.  Stable adaptive control using fuzzy systems and neural networks , 1996, IEEE Trans. Fuzzy Syst..

[3]  Li-Xin Wang,et al.  Stable adaptive fuzzy controllers with application to inverted pendulum tracking , 1996, IEEE Trans. Syst. Man Cybern. Part B.

[4]  Michio Sugeno,et al.  Fuzzy identification of systems and its applications to modeling and control , 1985, IEEE Transactions on Systems, Man, and Cybernetics.

[5]  H. Nijmeijer,et al.  On Lyapunov control of the Duffing equation , 1995 .

[6]  Alexander S. Poznyak,et al.  Identification and control of unknown chaotic systems via dynamic neural networks , 1999 .

[7]  Yih-Guang Leu,et al.  Robust adaptive fuzzy-neural controllers for uncertain nonlinear systems , 1999, IEEE Trans. Robotics Autom..

[8]  Guanrong Chen,et al.  Identification and control of chaotic systems: an artificial neural network approach , 1995, Proceedings of ISCAS'95 - International Symposium on Circuits and Systems.

[9]  Kazuo Tanaka,et al.  Stability analysis and design of fuzzy control systems , 1992 .

[10]  Bor-Sen Chen,et al.  H∞ tracking design of uncertain nonlinear SISO systems: adaptive fuzzy approach , 1996, IEEE Trans. Fuzzy Syst..

[11]  Peter M. Clarkson,et al.  Prony residual analysis for the identification of cardiac arrhythmias , 1995, 1995 International Conference on Acoustics, Speech, and Signal Processing.

[12]  Joaquin Alvarez Gallegos Nonlinear regulation of a Lorenz System by feedback linearization techniques. , 1994 .

[13]  Ching-Jung Lee,et al.  The adaptive control of nonlinear systems using the Sugeno-type of fuzzy logic , 1999, IEEE Trans. Fuzzy Syst..

[14]  Mignon Park,et al.  A new approach to adaptive fuzzy control , 1998, 1998 IEEE International Conference on Fuzzy Systems Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98CH36228).

[15]  Kazuo Tanaka,et al.  An approach to fuzzy control of nonlinear systems: stability and design issues , 1996, IEEE Trans. Fuzzy Syst..

[16]  J. Álvarez-Gallegos,et al.  Nonlinear regulation of a Lorenz system by feedback linearization techniques , 1994 .

[17]  Jacqueline Scherpen,et al.  A in noise free o p t i m i z a t i o n 1 L £ szl , 2000 .

[18]  Ying-Cheng Lai,et al.  Controlling chaos , 1994 .

[19]  Kazuo Tanaka,et al.  A unified approach to controlling chaos via an LMI-based fuzzy control system design , 1998 .

[20]  Kazuo Tanaka,et al.  Fuzzy descriptor systems and nonlinear model following control , 2000, IEEE Trans. Fuzzy Syst..

[21]  Kazuo Tanaka,et al.  Nonlinear model following control via Takagi-Sugeno fuzzy model , 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251).

[22]  S. Kawamoto,et al.  Nonlinear control and rigorous stability analysis based on fuzzy system for inverted pendulum , 1996, Proceedings of IEEE 5th International Fuzzy Systems.

[23]  A Garfinkel,et al.  Controlling cardiac chaos. , 1992, Science.

[24]  Elena Panteley,et al.  Control of the chaotic Duffing equation with uncertainty in all parameters , 1998 .

[25]  Kurt Fischle,et al.  An improved stable adaptive fuzzy control method , 1999, IEEE Trans. Fuzzy Syst..

[26]  Xinghuo Yu Tracking inherent periodic orbits in chaotic dynamic systems via adaptive variable structure time-delayed self control , 1999 .