Adaptive Fuzzy Control of Nonlinear Systems With Unmodeled Dynamics and Input Saturation Using Small-Gain Approach

This paper investigates the problem of adaptive fuzzy state-feedback control for a category of single-input and single-output nonlinear systems in nonstrict-feedback form. Unmodeled dynamics and input constraint are considered in the system. Fuzzy logic systems are employed to identify unknown nonlinear characteristics existing in systems. An appropriate Lyapunov function is chosen to ensure unmodeled dynamics to be input-to-state practically stable. A smooth function is introduced to tackle input saturation. In order to overcome the difficulty of controller design for nonstrict-feedback system in backstepping design process, a variables separation method is introduced. Moreover, based on small-gain technique, an adaptive fuzzy controller is designed to guarantee all the signals of the resulting closed-loop system to be bounded. Finally, two illustrative examples are given to validate the effectiveness of the new design techniques.

[1]  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.

[2]  Jing Zhou,et al.  Robust Adaptive Control of Uncertain Nonlinear Systems in the Presence of Input Saturation and External Disturbance , 2011, IEEE Transactions on Automatic Control.

[3]  Meng Joo Er,et al.  Adaptive Robust Online Constructive Fuzzy Control of a Complex Surface Vehicle System , 2016, IEEE Transactions on Cybernetics.

[4]  Changyun Wen,et al.  Adaptive Control of Systems with Input Saturation , 2008 .

[5]  Bing Chen,et al.  Observer-Based Adaptive Fuzzy Control for a Class of Nonlinear Delayed Systems , 2016, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[6]  Shuzhi Sam Ge,et al.  Robust Adaptive Control for a Class of MIMO Nonlinear Systems by State and Output Feedback , 2014, IEEE Transactions on Automatic Control.

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

[8]  Cong Wang,et al.  Learning From Adaptive Neural Dynamic Surface Control of Strict-Feedback Systems , 2015, IEEE Transactions on Neural Networks and Learning Systems.

[9]  Abdesselem Boulkroune,et al.  Fuzzy adaptive controller for MIMO nonlinear systems with known and unknown control direction , 2010, Fuzzy Sets Syst..

[10]  Bing Chen,et al.  Adaptive fuzzy tracking control of nonlinear MIMO systems with time-varying delays , 2013, Fuzzy Sets Syst..

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

[12]  Shaocheng Tong,et al.  Composite Adaptive Fuzzy Output Feedback Control Design for Uncertain Nonlinear Strict-Feedback Systems With Input Saturation , 2015, IEEE Transactions on Cybernetics.

[13]  Bing Chen,et al.  Adaptive control for nonlinear MIMO time-delay systems based on fuzzy approximation , 2013, Inf. Sci..

[14]  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.

[15]  Shaocheng Tong,et al.  Fuzzy Approximation-Based Adaptive Backstepping Optimal Control for a Class of Nonlinear Discrete-Time Systems With Dead-Zone , 2016, IEEE Transactions on Fuzzy Systems.

[16]  Shuzhi Sam Ge,et al.  Cooperative control of a nonuniform gantry crane with constrained tension , 2016, Autom..

[17]  Yusheng Liu,et al.  Decentralized robust adaptive control of nonlinear systems with unmodeled dynamics , 2002, IEEE Trans. Autom. Control..

[18]  Bing Chen,et al.  Adaptive Fuzzy Tracking Control for a Class of MIMO Nonlinear Systems in Nonstrict-Feedback Form , 2015, IEEE Transactions on Cybernetics.

[19]  Lijie Wang,et al.  Adaptive Fuzzy Control for Nonstrict-Feedback Systems With Input Saturation and Output Constraint , 2017, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[20]  Shaocheng Tong,et al.  Command-Filtered-Based Fuzzy Adaptive Control Design for MIMO-Switched Nonstrict-Feedback Nonlinear Systems , 2017, IEEE Transactions on Fuzzy Systems.

[21]  Shengyuan Xu,et al.  Neural-Network-Based Decentralized Adaptive Output-Feedback Control for Large-Scale Stochastic Nonlinear Systems , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

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

[23]  Tao Zhang,et al.  Stable adaptive control for nonlinear multivariable systems with a triangular control structure , 2000, IEEE Trans. Autom. Control..

[24]  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.

[25]  A. Tamasevicius,et al.  Simple 4D chaotic oscillator , 1996 .

[26]  K. Nam,et al.  A model reference adaptive control scheme for pure-feedback nonlinear systems , 1988 .

[27]  Jie Chen,et al.  Adaptive robust control for DC motors with input saturation , 2011 .

[28]  Dong Yue,et al.  Control Synthesis of Discrete-Time T–S Fuzzy Systems: Reducing the Conservatism Whilst Alleviating the Computational Burden , 2017, IEEE Transactions on Cybernetics.

[29]  Li-Xin Wang,et al.  Stable adaptive fuzzy control of nonlinear systems , 1992, [1992] Proceedings of the 31st IEEE Conference on Decision and Control.

[30]  Hassan K. Khalil,et al.  Adaptive control of a class of nonlinear discrete-time systems using neural networks , 1995, IEEE Trans. Autom. Control..

[31]  Shaocheng Tong,et al.  Adaptive Fuzzy Control for a Class of Nonlinear Discrete-Time Systems With Backlash , 2014, IEEE Transactions on Fuzzy Systems.

[32]  C. L. Philip Chen,et al.  Adaptive Quantized Controller Design Via Backstepping and Stochastic Small-Gain Approach , 2016, IEEE Transactions on Fuzzy Systems.

[33]  Shaocheng Tong,et al.  Adaptive Fuzzy Control Design for Stochastic Nonlinear Switched Systems With Arbitrary Switchings and Unmodeled Dynamics , 2017, IEEE Transactions on Cybernetics.

[34]  Bing Chen,et al.  Adaptive Neural Tracking Control for a Class of Nonstrict-Feedback Stochastic Nonlinear Systems With Unknown Backlash-Like Hysteresis , 2014, IEEE Transactions on Neural Networks and Learning Systems.

[35]  Peng Shi,et al.  Observer and Command-Filter-Based Adaptive Fuzzy Output Feedback Control of Uncertain Nonlinear Systems , 2015, IEEE Transactions on Industrial Electronics.

[36]  Mingyu Wang,et al.  Approximation-Based Adaptive Tracking Control for MIMO Nonlinear Systems With Input Saturation , 2015, IEEE Transactions on Cybernetics.

[37]  C. L. Philip Chen,et al.  Asymptotic Fuzzy Tracking Control for a Class of Stochastic Strict-Feedback Systems , 2017, IEEE Transactions on Fuzzy Systems.

[38]  Bing Chen,et al.  Neural-Based Adaptive Output-Feedback Control for a Class of Nonstrict-Feedback Stochastic Nonlinear Systems , 2015, IEEE Transactions on Cybernetics.

[39]  Bing Chen,et al.  Fuzzy Approximation-Based Adaptive Control of Nonlinear Delayed Systems With Unknown Dead Zone , 2014, IEEE Transactions on Fuzzy Systems.

[40]  Ning Wang,et al.  Adaptive Robust Finite-Time Trajectory Tracking Control of Fully Actuated Marine Surface Vehicles , 2016, IEEE Transactions on Control Systems Technology.

[41]  Shuzhi Sam Ge,et al.  Adaptive Control of a Flexible Crane System With the Boundary Output Constraint , 2014, IEEE Transactions on Industrial Electronics.

[42]  Yun Zhang,et al.  Saturated Nussbaum Function Based Approach for Robotic Systems With Unknown Actuator Dynamics , 2016, IEEE Transactions on Cybernetics.

[43]  Jianbin Qiu,et al.  Recent Advances on Fuzzy-Model-Based Nonlinear Networked Control Systems: A Survey , 2016, IEEE Transactions on Industrial Electronics.

[44]  Shaocheng Tong,et al.  Adaptive fuzzy control for a class of unknown nonlinear dynamical systems , 2015, Fuzzy Sets Syst..

[45]  Yongduan Song,et al.  Fault Detection Filtering for Nonlinear Switched Stochastic Systems , 2016, IEEE Transactions on Automatic Control.

[46]  Tao Li,et al.  Adaptive Fault-Tolerant Stochastic Shape Control With Application to Particle Distribution Control , 2015, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[47]  Tianyou Chai,et al.  An Alternating Identification Algorithm for a Class of Nonlinear Dynamical Systems , 2017, IEEE Transactions on Neural Networks and Learning Systems.

[48]  Wei Xing Zheng,et al.  DOB Fuzzy Controller Design for Non-Gaussian Stochastic Distribution Systems Using Two-Step Fuzzy Identification , 2016, IEEE Transactions on Fuzzy Systems.

[49]  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.

[50]  C. L. Philip Chen,et al.  Fuzzy Observed-Based Adaptive Consensus Tracking Control for Second-Order Multiagent Systems With Heterogeneous Nonlinear Dynamics , 2016, IEEE Transactions on Fuzzy Systems.

[51]  Jun Fu,et al.  Direct adaptive controller for uncertain MIMO dynamic systems with time-varying delay and dead-zone inputs , 2015, Autom..

[52]  Zhong-Ping Jiang,et al.  A combined backstepping and small-gain approach to adaptive output feedback control , 1999, Autom..

[53]  Guo-Xing Wen,et al.  Fuzzy Neural Network-Based Adaptive Control for a Class of Uncertain Nonlinear Stochastic Systems , 2014, IEEE Transactions on Cybernetics.

[54]  Fuchun Sun,et al.  Decentralized Fuzzy Control of Multiple Cooperating Robotic Manipulators With Impedance Interaction , 2015, IEEE Transactions on Fuzzy Systems.

[55]  Wei He,et al.  Adaptive Neural Network Control of an Uncertain Robot With Full-State Constraints , 2016, IEEE Transactions on Cybernetics.

[56]  Yongming Li,et al.  Adaptive fuzzy backstepping robust control for uncertain nonlinear systems based on small-gain approach , 2010, Fuzzy Sets Syst..

[57]  Shengyuan Xu,et al.  Adaptive Output-Feedback Fuzzy Tracking Control for a Class of Nonlinear Systems , 2011, IEEE Transactions on Fuzzy Systems.

[58]  Dan Zhang,et al.  Robust Fuzzy-Model-Based Filtering for Nonlinear Cyber-Physical Systems With Multiple Stochastic Incomplete Measurements , 2017, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[59]  Abdesselem Boulkroune,et al.  Adaptive Fuzzy Backstepping Tracking Control for Strict-Feedback Systems With Input Delay , 2017, IEEE Transactions on Fuzzy Systems.

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

[61]  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.