Adaptive fuzzy control for pure-feedback stochastic nonlinear systems with unknown dead-zone input

This paper is concerned with the problem of adaptive fuzzy output tracking control for a class of nonlinear pure-feedback stochastic systems with unknown dead-zone. Fuzzy logic systems in Mamdani type are used to approximate the unknown nonlinearities, then a novel adaptive fuzzy tracking controller is designed by using backstepping technique. The control scheme is systematically derived without requiring any information on the boundedness of dead-zone parameters (slopes and break-points) and the repeated differentiation of the virtual control signals. The proposed adaptive fuzzy controller guarantees that all the signals in the closed-loop system are bounded in probability and the system output eventually converges to a small neighbourhood of the desired reference signal in the sense of mean quartic value. Simulation results further illustrate the effectiveness of the proposed control scheme.

[1]  Xiaoping Liu,et al.  Direct adaptive fuzzy control of nonlinear strict-feedback systems , 2009, Autom..

[2]  Gang Tao,et al.  Adaptive Control of Plants with Unknown Dead-zones , 1992, 1992 American Control Conference.

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

[4]  R. Khasminskii Stochastic Stability of Differential Equations , 1980 .

[5]  Maria Letizia Corradini,et al.  Robust practical stabilization of nonlinear uncertain plants with input and output nonsmooth nonlinearities , 2003, IEEE Trans. Control. Syst. Technol..

[6]  Shaocheng Tong,et al.  Observer-based fuzzy adaptive control for strict-feedback nonlinear systems , 2009, Fuzzy Sets Syst..

[7]  Miroslav Krstic,et al.  Stabilization of stochastic nonlinear systems driven by noise of unknown covariance , 2001, IEEE Trans. Autom. Control..

[8]  A. Annaswamy,et al.  Adaptive control of nonlinear systems with a triangular structure , 1994, IEEE Trans. Autom. Control..

[9]  Li-Xin Wang Stable adaptive fuzzy control of nonlinear systems , 1993, IEEE Trans. Fuzzy Syst..

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

[11]  Zhi Liu,et al.  Fuzzy adaptive control of nonlinear uncertain plants with unknown dead zone output , 2015, Fuzzy Sets Syst..

[12]  Shaocheng Tong,et al.  Adaptive fuzzy output-feedback control for output constrained nonlinear systems in the presence of input saturation , 2014, Fuzzy Sets Syst..

[13]  Shaocheng Tong,et al.  A Novel Robust Adaptive-Fuzzy-Tracking Control for a Class of NonlinearMulti-Input/Multi-Output Systems , 2010, IEEE Transactions on Fuzzy Systems.

[14]  Shaocheng Tong,et al.  A Combined Backstepping and Stochastic Small-Gain Approach to Robust Adaptive Fuzzy Output Feedback Control , 2013, IEEE Transactions on Fuzzy Systems.

[15]  Shaocheng Tong,et al.  Adaptive Fuzzy Output Feedback Tracking Backstepping Control of Strict-Feedback Nonlinear Systems With Unknown Dead Zones , 2012, IEEE Transactions on Fuzzy Systems.

[16]  Salim Labiod,et al.  Indirect adaptive fuzzy control for a class of nonaffine nonlinear systems with unknown control directions , 2010 .

[17]  Gang Tao,et al.  Adaptive control of system with unknown output backlash , 1995 .

[18]  Bing Chen,et al.  Robust Adaptive Fuzzy Tracking Control for Pure-Feedback Stochastic Nonlinear Systems With Input Constraints , 2013, IEEE Transactions on Cybernetics.

[19]  P. Kokotovic,et al.  Adaptive nonlinear control of systems containing a deadzone , 1991, [1991] Proceedings of the 30th IEEE Conference on Decision and Control.

[20]  Jang-Hyun Park,et al.  Direct adaptive controller for nonaffine nonlinear systems using self-structuring neural networks , 2005, IEEE Transactions on Neural Networks.

[21]  Shaocheng Tong,et al.  A Combined Backstepping and Small-Gain Approach to Robust Adaptive Fuzzy Output Feedback Control , 2009, IEEE Transactions on Fuzzy Systems.

[22]  Shaocheng Tong,et al.  Fuzzy Adaptive Actuator Failure Compensation Control of Uncertain Stochastic Nonlinear Systems With Unmodeled Dynamics , 2014, IEEE Transactions on Fuzzy Systems.

[23]  Yongming Li,et al.  Adaptive Neural Network Output Feedback Control for Stochastic Nonlinear Systems With Unknown Dead-Zone and Unmodeled Dynamics , 2014, IEEE Transactions on Cybernetics.

[24]  Shaocheng Tong,et al.  Observer-Based Adaptive Fuzzy Backstepping Output Feedback Control of Uncertain MIMO Pure-Feedback Nonlinear Systems , 2012, IEEE Transactions on Fuzzy Systems.

[25]  Chun-Yi Su,et al.  Adaptive tracking of nonlinear systems with non-symmetric dead-zone input , 2007, Autom..

[26]  Xue-Jun Xie,et al.  Adaptive backstepping controller design using stochastic small-gain theorem , 2007, Autom..

[27]  Peng Shi,et al.  Adaptive tracking control for switched stochastic nonlinear systems with unknown actuator dead-zone , 2015, Autom..

[28]  Deng-Feng Li,et al.  Mathematical-Programming Approach to Matrix Games With Payoffs Represented by Atanassov's Interval-Valued Intuitionistic Fuzzy Sets , 2010, IEEE Transactions on Fuzzy Systems.

[29]  X. Liu,et al.  Adaptive Neural Control of Pure-Feedback Nonlinear Time-Delay Systems via Dynamic Surface Technique , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[30]  Shaocheng Tong,et al.  Adaptive Fuzzy Output Feedback Dynamic Surface Control of Interconnected Nonlinear Pure-Feedback Systems , 2015, IEEE Transactions on Cybernetics.

[31]  Xue-Jun Xie,et al.  Further Results on Output-Feedback Stabilization for a Class of Stochastic Nonlinear Systems , 2011, IEEE Transactions on Automatic Control.

[32]  Qing Zhu,et al.  Adaptive Fuzzy Control of Nonlinear Systems in Pure Feedback Form Based on Input-to-State Stability , 2010, IEEE Transactions on Fuzzy Systems.

[33]  Shaocheng Tong,et al.  Observer-Based Adaptive Fuzzy Tracking Control of MIMO Stochastic Nonlinear Systems With Unknown Control Directions and Unknown Dead Zones , 2015, IEEE Transactions on Fuzzy Systems.

[34]  Shugang Li,et al.  Razumikhin–Nussbaum‐lemma‐based adaptive neural control for uncertain stochastic pure‐feedback nonlinear systems with time‐varying delays , 2013 .

[35]  Qixin Zhu,et al.  Decentralised direct adaptive output feedback fuzzy controller for a class of large-scale nonaffine nonlinear systems and its applications , 2012, Int. J. Syst. Sci..

[36]  Tianping Zhang,et al.  Decentralized adaptive fuzzy output feedback control of stochastic nonlinear large-scale systems with dynamic uncertainties , 2015, Inf. Sci..

[37]  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).

[38]  Shengyuan Xu,et al.  Adaptive Output Feedback Control for Nonlinear Time-Delay Systems by Fuzzy Approximation Approach , 2013, IEEE Transactions on Fuzzy Systems.

[39]  H. Deng,et al.  Stochastic Nonlinear Stabilization|part I: a Backstepping Design Submitted to Systems and Control Letters , 1997 .

[40]  Yungang Liu,et al.  Design of satisfaction output feedback controls for stochastic nonlinear systems under quadratic tracking risk-sensitive index , 2007, Science in China Series F: Information Sciences.

[41]  Shuzhi Sam Ge,et al.  An ISS-modular approach for adaptive neural control of pure-feedback systems , 2006, Autom..

[42]  Lihua Xie,et al.  Decentralized stabilization of a class of interconnected stochastic nonlinear systems , 2000, IEEE Trans. Autom. Control..

[43]  T. Basar,et al.  Backstepping controller design for nonlinear stochastic systems under a risk-sensitive cost criterion , 1997, Proceedings of the 1997 American Control Conference (Cat. No.97CH36041).

[44]  Torbjörn Wigren,et al.  Compensation of the RLS algorithm for output nonlinearities , 1999, IEEE Trans. Autom. Control..

[45]  M. Krstić,et al.  Stochastic nonlinear stabilization—II: inverse optimality , 1997 .

[46]  C. L. Philip Chen,et al.  Adaptive Fuzzy Control for a Class of Stochastic Pure-Feedback Nonlinear Systems With Unknown Hysteresis , 2016, IEEE Transactions on Fuzzy Systems.

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

[48]  Gang Feng,et al.  Adaptive neural control for a class of stochastic nonlinear time‐delay systems with unknown dead zone using dynamic surface technique , 2016 .

[49]  Hai-Bo Ji,et al.  Adaptive output-feedback tracking of stochastic nonlinear systems , 2006, IEEE Trans. Autom. Control..

[50]  Antonio T. Alexandridis,et al.  NN-Based Adaptive Tracking Control of Uncertain Nonlinear Systems Disturbed by Unknown Covariance Noise , 2007, IEEE Transactions on Neural Networks.

[51]  Shaocheng Tong,et al.  Adaptive fuzzy backstepping control for a class of switched nonlinear systems with actuator faults , 2016, Int. J. Syst. Sci..

[52]  Chen Wei,et al.  Robust adaptive control of a class of nonlinear systems , 2003, International Symposium on Instrumentation and Control Technology.

[53]  Ying Zhang,et al.  Adaptive output control of nonlinear systems with uncertain dead-zone nonlinearity , 2006, IEEE Transactions on Automatic Control.

[54]  Farid Khaber,et al.  Direct adaptive fuzzy control of a class of MIMO non-affine nonlinear systems , 2012, Int. J. Syst. Sci..

[55]  Ching-Hung Lee,et al.  Adaptive backstepping controller design for nonlinear uncertain systems using fuzzy neural systems , 2012, Int. J. Syst. Sci..

[56]  Yuanqing Xia,et al.  Backstepping controller design for a class of stochastic nonlinear systems with Markovian switching , 2008, 2008 27th Chinese Control Conference.

[57]  Guomin Li,et al.  Robust nonlinear nominal-model following control to overcome deadzone nonlinearities , 2001, IEEE Trans. Ind. Electron..

[58]  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..

[59]  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.

[60]  Yuan JianJiang,et al.  Direct Fuzzy Tracking Control of a Class of Nonaffine Stochastic Nonlinear Systems with Unknown Dead-Zone Input , 2008 .

[61]  T. Apostol Mathematical Analysis , 1957 .

[62]  L X Wang,et al.  Fuzzy basis functions, universal approximation, and orthogonal least-squares learning , 1992, IEEE Trans. Neural Networks.

[63]  M. Krstić,et al.  Stochastic nonlinear stabilization—I: a backstepping design , 1997 .

[64]  Wang,et al.  Fuzzy Adaptive Control of Stochastic Nonlinear Systems with Unknown Virtual Control Gain Function , 2006 .

[65]  Jie Tian,et al.  Adaptive state-feedback stabilization of high-order stochastic systems with nonlinear parameterization , 2009, Autom..

[66]  Shengyuan Xu,et al.  Observer-Based Adaptive Neural Network Control for Nonlinear Stochastic Systems With Time Delay , 2013, IEEE Transactions on Neural Networks and Learning Systems.

[67]  Tianping Zhang,et al.  Adaptive output feedback tracking control of stochastic nonlinear systems with dynamic uncertainties , 2015 .

[68]  Songjiao Shi,et al.  Output feedback stabilization for a class of stochastic time-delay nonlinear systems , 2003, IEEE Trans. Autom. Control..

[69]  Tieshan Li,et al.  Output-Feedback Adaptive Neural Control for Stochastic Nonlinear Time-Varying Delay Systems With Unknown Control Directions , 2015, IEEE Transactions on Neural Networks and Learning Systems.

[70]  Ji-Feng Zhang,et al.  Practical Output-Feedback Risk-Sensitive Control for Stochastic Nonlinear Systems with Stable Zero-Dynamics , 2006, SIAM J. Control. Optim..

[71]  Shaocheng Tong,et al.  Adaptive Fuzzy Output Feedback Control of MIMO Nonlinear Systems With Unknown Dead-Zone Inputs , 2013, IEEE Transactions on Fuzzy Systems.

[72]  Weisheng Chen,et al.  Adaptive NN output‐feedback decentralized stabilization for a class of large‐scale stochastic nonlinear strict‐feedback systems , 2011 .

[73]  Liu Yungang,et al.  Design of satisfaction output feedback controls for stochastic nonlinear systems under quadratic tracking risk-sensitive index , 2003 .

[74]  Shuzhi Sam Ge,et al.  Adaptive NN control of uncertain nonlinear pure-feedback systems , 2002, Autom..

[75]  Zhaoxu Yu,et al.  Adaptive neural control for a class of uncertain stochastic nonlinear systems with dead-zone , 2011 .

[76]  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.

[77]  Pingjing Yao,et al.  Adaptive neural network control for a class of low-triangular-structured nonlinear systems , 2006, IEEE Transactions on Neural Networks.

[78]  Shaocheng Tong,et al.  Adaptive neural network tracking control for a class of non-linear systems , 2010, Int. J. Syst. Sci..

[79]  Zhong-Ping Jiang,et al.  Decentralized adaptive output-feedback stabilization for large-scale stochastic nonlinear systems , 2007, Autom..

[80]  Shaocheng Tong,et al.  Adaptive fuzzy fault-tolerant output feedback control of uncertain nonlinear systems with actuator faults , 2013, Int. J. Syst. Sci..

[81]  Bing Chen,et al.  Direct adaptive neural control for stabilization of nonlinear time-delay systems , 2010, Science China Information Sciences.

[82]  Weisheng Chen Adaptive NN control for discrete-time pure-feedback systems with unknown control direction under amplitude and rate actuator constraints. , 2009, ISA transactions.

[83]  Licheng Jiao,et al.  Adaptive NN Backstepping Output-Feedback Control for Stochastic Nonlinear Strict-Feedback Systems With Time-Varying Delays , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[84]  Shaocheng Tong,et al.  Adaptive fuzzy switched control design for uncertain nonholonomic systems with input nonsmooth constraint , 2016, Int. J. Syst. Sci..

[85]  Xin Yu,et al.  State-Feedback Control of High-Order Stochastic Nonlinear Systems with SiISS Inverse Dynamics , 2011, IEEE Transactions on Automatic Control.

[86]  P. Kokotovic,et al.  Adaptive nonlinear design with controller-identifier separation and swapping , 1995, IEEE Trans. Autom. Control..

[87]  Dan Wang,et al.  Adaptive neural network control for a class of uncertain nonlinear systems in pure-feedback form , 2002, Autom..

[88]  Chun-Yi Su,et al.  Robust adaptive control of a class of nonlinear systems with unknown dead-zone , 2004, Autom..

[89]  Shaocheng Tong,et al.  Observer-Based Adaptive Fuzzy Backstepping Control for a Class of Stochastic Nonlinear Strict-Feedback Systems , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[90]  Olav Egeland,et al.  Swinging up of non-affine in control pendulum , 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251).