Adaptive tracking control for switched nonlinear systems with fuzzy actuator backlash

Abstract This paper concentrates on the adaptive tracking control problem for a class of switched nonlinear systems in nonstrict-feedback form with uncertain actuator backlash. The switching signal considered in our model is arbitrary. The adaptive tracking controller design procedure is divided into three parts. Firstly, a novel fuzzy backlash model is presented to describe the uncertain backlash. Then, the fuzzy backlash is defuzzified and approximated by the linear combination of a linear term and a disturbance-like term without constructing a backlash inverse. Finally, an adaptive backstepping-based tracking controller via common Lyapunov function (CLF) method is presented to guarantee the tracking error asymptotically converges to an adjustable region of zero. The stability analysis and simulation examples are presented at the end of this paper to further verify effectiveness of our control scheme.

[1]  A. Boulkroune,et al.  Adaptive fuzzy control of MIMO nonlinear systems with unknown hysteresis and control gain matrix sign , 2008, 2008 16th Mediterranean Conference on Control and Automation.

[2]  Ying Zhang,et al.  Adaptive backstepping control of a class of uncertain nonlinear systems with unknown backlash-like hysteresis , 2004, IEEE Trans. Autom. Control..

[3]  Ying Feng,et al.  Robust adaptive control of a class of nonlinear systems with inverse compensation of unknown asymmetrical backlash nonlinearity , 2011, 2011 IEEE 5th International Conference on Cybernetics and Intelligent Systems (CIS).

[4]  Marco Dorigo,et al.  Ant system: optimization by a colony of cooperating agents , 1996, IEEE Trans. Syst. Man Cybern. Part B.

[5]  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.

[6]  Ligang Wu,et al.  Fault Detection Filtering for Nonhomogeneous Markovian Jump Systems via a Fuzzy Approach , 2018, IEEE Transactions on Fuzzy Systems.

[7]  S. Ge,et al.  Switched Linear Systems: Control and Design , 2005 .

[8]  Jozef Vörös,et al.  Identification of nonlinear dynamic systems with input saturation and output backlash using three-block cascade models , 2014, J. Frankl. Inst..

[9]  João Pedro Hespanha,et al.  Stabilization of nonholonomic integrators via logic-based switching , 1999, Autom..

[10]  Li-Xin Wang,et al.  A Course In Fuzzy Systems and Control , 1996 .

[11]  Jun Zhao,et al.  $H_{\infty}$ Control of Switched Nonlinear Systems in $p$-Normal Form Using Multiple Lyapunov Functions , 2012, IEEE Transactions on Automatic Control.

[12]  Peng Shi,et al.  $H_\infty$ Filtering of Discrete-Time Switched Systems With State Delays via Switched Lyapunov Function Approach , 2007, IEEE Transactions on Automatic Control.

[13]  Shaocheng Tong,et al.  Adaptive Fuzzy Output-Feedback Stabilization Control for a Class of Switched Nonstrict-Feedback Nonlinear Systems , 2017, IEEE Transactions on Cybernetics.

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

[15]  Gang Tao,et al.  Adaptive control of systems with backlash , 1993, Autom..

[16]  X. Ye,et al.  Adaptive nonlinear design without a priori knowledge of control directions , 1998, IEEE Trans. Autom. Control..

[17]  Zhaoxu Yu,et al.  Adaptive output feedback tracking control for switched non-strict-feedback non-linear systems with unknown control direction and asymmetric saturation actuators , 2017 .

[18]  Bing Chen,et al.  Adaptive Neural Backstepping for a Class of Switched Nonlinear System Without Strict-Feedback Form , 2017, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[19]  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).

[20]  P. Kokotovic,et al.  Continuous-time adaptive control of systems with unknown backlash , 1995, IEEE Trans. Autom. Control..

[21]  Lijun Long,et al.  Multiple Lyapunov Functions-Based Small-Gain Theorems for Switched Interconnected Nonlinear Systems , 2017, IEEE Transactions on Automatic Control.

[22]  Wei Xing Zheng,et al.  Dissipativity-Based Sliding Mode Control of Switched Stochastic Systems , 2013, IEEE Transactions on Automatic Control.

[23]  C. L. Philip Chen,et al.  Asymmetric Actuator Backlash Compensation in Quantized Adaptive Control of Uncertain Networked Nonlinear Systems , 2017, IEEE Transactions on Neural Networks and Learning Systems.

[24]  Huaguang Zhang,et al.  Approximation-Based Adaptive Neural Control Design for a Class of Nonlinear Systems , 2014, IEEE Transactions on Cybernetics.

[25]  Mohammad Reza Jahed-Motlagh,et al.  Stabilization of a CSTR with two arbitrarily switching modes using modal state feedback linearization , 2009 .

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

[27]  刘兴军,et al.  OBSERVER BASED MODEL REFERENCE OUTPUT FEEDBACK TRACKING CONTROL FOR SWITCHED LINEAR SYSTEMS WITH TIME DELAY CONSTANT DELAY CASE , 2010 .

[28]  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).

[29]  Xiaojie Su,et al.  Sliding Mode Control of Discrete-Time Switched Systems with Repeated Scalar Nonlinearities , 2017, IEEE Transactions on Automatic Control.

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

[31]  C. L. Philip Chen,et al.  Adaptive Fuzzy Tracking Control of Nonlinear Systems With Asymmetric Actuator Backlash Based on a New Smooth Inverse , 2016, IEEE Transactions on Cybernetics.

[32]  Chun-Yi Su,et al.  Robust inverse compensation and control of a class of non-linear systems with unknown asymmetric backlash non-linearity , 2015 .

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

[34]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[35]  Xin Chen,et al.  Adaptive Tracking Control for A Class of Nonlinear Systems With a Fuzzy Dead-Zone Input , 2015, IEEE Transactions on Fuzzy Systems.

[36]  Shuzhi Sam Ge,et al.  Adaptive Fuzzy Control of a Class of Nonlinear Systems by Fuzzy Approximation Approach , 2012, IEEE Transactions on Fuzzy Systems.

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

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

[39]  Lijie Wang,et al.  Adaptive Fuzzy Control for Nonstrict Feedback Systems With Unmodeled Dynamics and Fuzzy Dead Zone via Output Feedback , 2017, IEEE Transactions on Cybernetics.

[40]  Chi K. Tse,et al.  Complex behavior in switching power converters , 2002, Proc. IEEE.

[41]  Tieshan Li,et al.  Adaptive Output Feedback Control of Uncertain Nonlinear Systems With Hysteresis Nonlinearity , 2012, IEEE Transactions on Automatic Control.

[42]  Daniel Liberzon,et al.  Switching in Systems and Control , 2003, Systems & Control: Foundations & Applications.

[43]  Abdesselem Boulkroune,et al.  Design of a fuzzy adaptive controller for MIMO nonlinear time-delay systems with unknown actuator nonlinearities and unknown control direction , 2010, Inf. Sci..

[44]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[45]  A. Morse,et al.  Basic problems in stability and design of switched systems , 1999 .

[46]  C. L. Philip Chen,et al.  Fuzzy Adaptive Inverse Compensation Method to Tracking Control of Uncertain Nonlinear Systems With Generalized Actuator Dead Zone , 2017, IEEE Transactions on Fuzzy Systems.

[47]  Jenq-Lang Wu,et al.  Feedback Stabilization for Multiinput Switched Nonlinear Systems: Two Subsystems Case , 2008, IEEE Transactions on Automatic Control.

[48]  Michael R. Chernick,et al.  Introductory Biostatistics for the Health Sciences: Modern Applications Including Bootstrap , 2003 .

[49]  Jing Zhou,et al.  Robust Adaptive Output Control of Uncertain Nonlinear Plants With Unknown Backlash Nonlinearity , 2007, IEEE Transactions on Automatic Control.

[50]  Jozef Vörös,et al.  Modeling and identification of systems with backlash , 2010, Autom..

[51]  Jun Zhao,et al.  On stability, L2-gain and Hinfinity control for switched systems , 2008, Autom..

[52]  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.

[53]  Zhi Liu,et al.  Decentralized Robust Fuzzy Adaptive Control of Humanoid Robot Manipulation With Unknown Actuator Backlash , 2015, IEEE Transactions on Fuzzy Systems.

[54]  S. Tong,et al.  Adaptive fuzzy backstepping control design for a class of pure-feedback switched nonlinear systems , 2015 .

[55]  Xiaoping Liu,et al.  Approximation-Based Adaptive Fuzzy Tracking Control for a Class of Nonstrict-Feedback Stochastic Nonlinear Time-Delay Systems , 2015, IEEE Transactions on Fuzzy Systems.

[56]  Jun Zhao,et al.  An Integral-Type Multiple Lyapunov Functions Approach for Switched Nonlinear Systems , 2016, IEEE Transactions on Automatic Control.

[57]  C. L. Philip Chen,et al.  Adaptive inverse compensation for actuator backlash with piecewise time-varying parameters , 2018, Int. J. Control.

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

[59]  Jing Zhou,et al.  Decentralized adaptive stabilization in the presence of unknown backlash-like hysteresis , 2007, Autom..

[60]  Jun Zhao,et al.  Backstepping design for global stabilization of switched nonlinear systems in lower triangular form under arbitrary switchings , 2010, Autom..

[61]  Jenq-Lang Wu,et al.  Stabilizing controllers design for switched nonlinear systems in strict-feedback form , 2009, Autom..

[62]  Zuyi Li,et al.  Brief Paper Stabilising tracking of uncertain switched non-linear systems in semi-strict feedback form , 2012 .

[63]  Jun Oh Jang,et al.  Friction and output backlash compensation of systems using neural network and fuzzy logic , 2004, Proceedings of the 2004 American Control Conference.

[64]  Ligang Wu,et al.  State estimation and sliding mode control for semi-Markovian jump systems with mismatched uncertainties , 2015, Autom..

[65]  C. L. Philip Chen,et al.  Adaptive Neural Control of Uncertain MIMO Nonlinear Systems With State and Input Constraints , 2017, IEEE Transactions on Neural Networks and Learning Systems.

[66]  Michael Margaliot,et al.  Stability analysis of switched systems using variational principles: An introduction , 2006, Autom..

[67]  R. Decarlo,et al.  Perspectives and results on the stability and stabilizability of hybrid systems , 2000, Proceedings of the IEEE.

[68]  Pierre Apkarian,et al.  Missile autopilot design via a multi‐channel LFT/LPV control method , 2002 .

[69]  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.

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

[71]  Gang Tao,et al.  Adaptive Control of Systems with Actuator and Sensor Nonlinearities , 1996 .

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

[73]  Guanyu Lai,et al.  Quantisation-based robust control of uncertain non-strict-feedback non-linear systems under arbitrary switching , 2016 .