Observer-based fuzzy adaptive control for non-linear time-varying delay systems with unknown control direction

A novel fuzzy state observer-based adaptive control is proposed for a class of strict-feedback non-linear time-varying delay systems with unknown control direction. A state observer with fuzzy approximators is established to estimate the system states. Based on the Nussbaum-type function in detecting the control direction and backstepping method, adaptive output feedback controller is constructed without requiring a priori knowledge of the signs of the unknown control directions, which can achieve the output tracking. It is rigourously proven that the proposed Lyapunov-Krasovskii functionals and the adaptive backstepping method are able to guarantee semi-globally uniform ultimate boundedness of all the signals in the closed-loop systems, whereas the tracking error converges to a small neighbourhood of the origin. A main advantage of the proposed controller is that it contains only one novel adaptive parameter that needs to be updated online, which can improve the transient and steady-state performances, and the other one is that the proposed scheme can be applied to the systems that do not satisfy the matching conditions. Finally, the simulations had been provided to verify the effectiveness of the proposed scheme.

[1]  Frank L. Lewis,et al.  A dynamic recurrent neural-network-based adaptive observer for a class of nonlinear systems , 1997, Autom..

[2]  Shuzhi Sam Ge,et al.  Adaptive neural network control of nonlinear systems with unknown time delays , 2003, IEEE Trans. Autom. Control..

[3]  Keng Peng Tee,et al.  Approximation-based control of nonlinear MIMO time-delay systems , 2007, Autom..

[4]  Abdesselem Boulkroune,et al.  How to design a fuzzy adaptive controller based on observers for uncertain affine nonlinear systems , 2008, Fuzzy Sets Syst..

[5]  Claude H. Moog,et al.  Input-output feedback linearization of time-delay systems , 2004, IEEE Transactions on Automatic Control.

[6]  Peng Shi,et al.  Robust backstepping control for a class of time delayed systems , 2005, IEEE Transactions on Automatic Control.

[7]  I. Kanellakopoulos,et al.  Systematic Design of Adaptive Controllers for Feedback Linearizable Systems , 1991, 1991 American Control Conference.

[8]  E. Ryan A nonlinear universal servomechanism , 1994, IEEE Trans. Autom. Control..

[9]  Wen-Jun Cao,et al.  Nonlinear integral-type sliding surface for both matched and unmatched uncertain systems , 2004, IEEE Trans. Autom. Control..

[10]  Ye Xudong Brief Asymptotic regulation of time-varying uncertain nonlinear systems with unknown control directions , 1999 .

[11]  R. Nussbaum Some remarks on a conjecture in parameter adaptive control , 1983 .

[12]  Shuzhi Sam Ge,et al.  Adaptive neural control of nonlinear time-delay systems with unknown virtual control coefficients , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[13]  Ahmad B. Rad,et al.  Identification and control of continuous-time nonlinear systems via dynamic neural networks , 2003, IEEE Trans. Ind. Electron..

[14]  Yih-Guang Leu,et al.  Observer-based adaptive fuzzy-neural control for unknown nonlinear dynamical systems , 1999, IEEE Trans. Syst. Man Cybern. Part B.

[15]  A. Isidori,et al.  Adaptive control of linearizable systems , 1989 .

[16]  Peng Shi,et al.  Robust stabilization of a class of nonlinear time-delay systems , 2004, Appl. Math. Comput..

[17]  Jay A. Farrell,et al.  Localized adaptive bounds for approximation-based backstepping , 2008, Autom..

[18]  Sing Kiong Nguang,et al.  Robust stabilization of a class of time-delay nonlinear systems , 2000, IEEE Trans. Autom. Control..

[19]  Martín Velasco-Villa,et al.  The disturbance decoupling problem for time-delay nonlinear systems , 2000, IEEE Trans. Autom. Control..

[20]  Bing Chen,et al.  Adaptive fuzzy tracking control of nonlinear time-delay systems with unknown virtual control coefficients , 2008, Inf. Sci..

[21]  Riccardo Marino,et al.  An extended direct scheme for robust adaptive nonlinear control , 1991, Autom..

[22]  Han Ho Choi On the existence of linear sliding surfaces for a class of uncertain dynamic systems with mismatched uncertainties , 1999, Autom..

[23]  Gang Feng,et al.  A combined backstepping and small-gain approach to robust adaptive fuzzy control for strict-feedback nonlinear systems , 2004, IEEE Trans. Syst. Man Cybern. Part A.

[24]  Shuzhi Sam Ge,et al.  Adaptive neural control of uncertain MIMO nonlinear systems , 2004, IEEE Transactions on Neural Networks.

[25]  H. F. Ho,et al.  Adaptive fuzzy approach for a class of uncertain nonlinear systems in strict-feedback form. , 2008, ISA transactions.

[26]  Jie Huang,et al.  Global robust output regulation of output feedback systems with unknown high-frequency gain sign , 2006, IEEE Transactions on Automatic Control.

[27]  Miroslav Krstic,et al.  Nonlinear and adaptive control de-sign , 1995 .