Adaptive tracking control of uncertain MIMO nonlinear systems with input constraints

In this paper, adaptive tracking control is proposed for a class of uncertain multi-input and multi-output nonlinear systems with non-symmetric input constraints. The auxiliary design system is introduced to analyze the effect of input constraints, and its states are used to adaptive tracking control design. The spectral radius of the control coefficient matrix is used to relax the nonsingular assumption of the control coefficient matrix. Subsequently, the constrained adaptive control is presented, where command filters are adopted to implement the emulate of actuator physical constraints on the control law and virtual control laws and avoid the tedious analytic computations of time derivatives of virtual control laws in the backstepping procedure. Under the proposed control techniques, the closed-loop semi-global uniformly ultimate bounded stability is achieved via Lyapunov synthesis. Finally, simulation studies are presented to illustrate the effectiveness of the proposed adaptive tracking control.

[1]  Yeong-Chan Chang,et al.  Robust tracking control for nonlinear MIMO systems via fuzzy approaches , 2000, Autom..

[2]  Yeong-Chan Chang,et al.  An adaptive H∞ tracking control for a class of nonlinear multiple-input multiple-output (MIMO) systems , 2001, IEEE Trans. Autom. Control..

[3]  Dan Wang,et al.  Neural network-based adaptive dynamic surface control for a class of uncertain nonlinear systems in strict-feedback form , 2005, IEEE Transactions on Neural Networks.

[4]  Riaz A. Usmani Applied Linear Algebra , 1986 .

[5]  D. Dawson,et al.  Model reference robust control of a class of SISO systems , 1994, IEEE Trans. Autom. Control..

[6]  Larbi Radouane,et al.  A robust model reference adaptive control for non-minimum phase systems with unknown or time-varying delay , 2000, Autom..

[7]  Shuzhi Sam Ge,et al.  Robust Adaptive Neural Network Control for a Class of Uncertain MIMO Nonlinear Systems With Input Nonlinearities , 2010, IEEE Transactions on Neural Networks.

[8]  Marios M. Polycarpou,et al.  Adaptive backstepping with magnitude, rate, and bandwidth constraints: aircraft longitude control , 2003, Proceedings of the 2003 American Control Conference, 2003..

[9]  Xidong Tang,et al.  Adaptive actuator failure compensation for nonlinear MIMO systems with an aircraft control application , 2007, Autom..

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

[11]  Lihua Xie,et al.  Robust and adaptive variable structure output feedback control of uncertain systems with input nonlinearity , 2008, Autom..

[12]  Pierre Apkarian,et al.  Adaptive Control for Nonlinearly Parameterized Uncertainties in Robot Manipulators , 2008, IEEE Transactions on Control Systems Technology.

[13]  Frank L. Lewis,et al.  Robust backstepping control of nonlinear systems using neural networks , 2000, IEEE Trans. Syst. Man Cybern. Part A.

[14]  S.S. Ge,et al.  Direct adaptive control for a class of MIMO nonlinear systems using neural networks , 2004, IEEE Transactions on Automatic Control.

[15]  Jin Zhang,et al.  Output feedback control of a class of discrete MIMO nonlinear systems with triangular form inputs , 2005, IEEE Transactions on Neural Networks.

[16]  Shuzhi Sam Ge,et al.  Neural network tracking control of ocean surface vessels with input saturation , 2009, 2009 IEEE International Conference on Automation and Logistics.

[17]  Shuzhi Sam Ge,et al.  Adaptive neural network control for strict-feedback nonlinear systems using backstepping design , 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251).

[18]  P. Kokotovic,et al.  Control Lyapunov functions for adaptive nonlinear stabilization , 1995 .

[19]  Shuzhi Sam Ge Adaptive controller design for flexible joint manipulators , 1996, Autom..

[20]  Shuzhi Sam Ge,et al.  Adaptive neural network control for strict-feedback nonlinear systems using backstepping design , 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251).

[21]  Marios M. Polycarpou,et al.  A Robust Adaptive Nonlinear Control Design , 1993, 1993 American Control Conference.

[22]  Zongli Lin,et al.  Robust stability analysis and fuzzy-scheduling control for nonlinear systems subject to actuator saturation , 2003, IEEE Trans. Fuzzy Syst..

[23]  Rastko R. Selmic,et al.  Neural network control of a class of nonlinear systems with actuator saturation , 2004 .

[24]  Bin Yao,et al.  Neural network adaptive robust control of nonlinear systems in semi-strict feedback form , 2001, Autom..

[25]  Jin Zhang,et al.  Adaptive neural network control for a class of MIMO nonlinear systems with disturbances in discrete-time , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[26]  Jan Albert Mulder,et al.  Nonlinear Flight Control Design Using Constrained Adaptive Backstepping , 2007 .

[27]  Yisheng Zhong,et al.  Globally stable adaptive system design for minimum phase SISO plants with input saturation , 2005, Autom..

[28]  In-Joong Ha,et al.  Correction to "asymptotic state tracking in a class of nonlinear systems via learning-based inversion" , 2000, IEEE Trans. Autom. Control..

[29]  Ju-Jang Lee,et al.  Adaptive control for uncertain nonlinear systems based on multiple neural networks , 2004, IEEE Trans. Syst. Man Cybern. Part B.

[30]  Keng Peng Tee,et al.  Adaptive Neural Network Control for Helicopters in Vertical Flight , 2008, IEEE Transactions on Control Systems Technology.

[31]  Keck Voon Ling,et al.  Inverse optimal adaptive control for attitude tracking of spacecraft , 2005, IEEE Trans. Autom. Control..

[32]  Marios M. Polycarpou,et al.  On-line approximation control of uncertain nonlinear systems: issues with control input saturation , 2003, Proceedings of the 2003 American Control Conference, 2003..

[33]  Shuzhi Sam Ge,et al.  Adaptive control of robots having both dynamical parameter uncertainties and unknown input scalings , 1996 .

[34]  Masayoshi Tomizuka,et al.  Adaptive robust control of MIMO nonlinear systems in semi-strict feedback forms , 2001, Autom..

[35]  Marios M. Polycarpou,et al.  Robust on-line approximation control of uncertain nonlinear systems subject to constraints , 2004, Proceedings. Ninth IEEE International Conference on Engineering of Complex Computer Systems.

[36]  Shuzhi Sam Ge,et al.  Advanced control techniques of robotic manipulators , 1998, Proceedings of the 1998 American Control Conference. ACC (IEEE Cat. No.98CH36207).

[37]  Shuzhi Sam Ge,et al.  Adaptive neural control of MIMO nonlinear state time-varying delay systems with unknown dead-zones and gain signs , 2007, Autom..

[38]  Keng Peng Tee,et al.  Control of fully actuated ocean surface vessels using a class of feedforward approximators , 2006, IEEE Transactions on Control Systems Technology.

[39]  Wen-Shyong Yu,et al.  Fuzzy model based adaptive control for a class of nonlinear systems , 2001, IEEE Trans. Fuzzy Syst..

[40]  Per Olof Gutman,et al.  Output feedback model reference adaptive control for multi-input-multi-output plants with state delay , 2005, Syst. Control. Lett..

[41]  Shuzhi Sam Ge,et al.  Adaptive dynamic surface control of nonlinear systems with unknown dead zone in pure feedback form , 2008, Autom..

[42]  Yeong-Chan Chang,et al.  Adaptive output feedback tracking control for a class of uncertain nonlinear systems using neural networks , 2005, IEEE Trans. Syst. Man Cybern. Part B.

[43]  Darren M. Dawson,et al.  Integrator backstepping control of a brush DC motor turning a robotic load , 1994, IEEE Trans. Control. Syst. Technol..

[44]  Jing Wang,et al.  Robust adaptive tracking for time-varying uncertain nonlinear systems with unknown control coefficients , 2003, IEEE Trans. Autom. Control..

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

[46]  Anuradha M. Annaswamy,et al.  Stable Adaptive Systems , 1989 .