Adaptive Fuzzy Control of Strict-Feedback Nonlinear Time-Delay Systems With Unmodeled Dynamics

In this paper, an approximated-based adaptive fuzzy control approach with only one adaptive parameter is presented for a class of single input single output strict-feedback nonlinear systems in order to deal with phenomena like nonlinear uncertainties, unmodeled dynamics, dynamic disturbances, and unknown time delays. Lyapunov-Krasovskii function approach is employed to compensate the unknown time delays in the design procedure. By combining the advances of the hyperbolic tangent function with adaptive fuzzy backstepping technique, the proposed controller guarantees the semi-globally uniformly ultimately boundedness of all the signals in the closed-loop system from the mean square point of view. Two simulation examples are finally provided to show the superior effectiveness of the proposed scheme.

[1]  Huijun Gao,et al.  Stabilization of Nonlinear Systems Under Variable Sampling: A Fuzzy Control Approach , 2007, IEEE Transactions on Fuzzy Systems.

[2]  Changjiu Zhou,et al.  Robust adaptive fuzzy tracking control for a class of perturbed strict-feedback nonlinear systems via small-gain approach , 2005, Inf. Sci..

[3]  Huijun Gao,et al.  Data-Based Techniques Focused on Modern Industry: An Overview , 2015, IEEE Transactions on Industrial Electronics.

[4]  B. Lohmann,et al.  H∞ control of parameter-dependent state-delayed systems using polynomial parameter-dependent quadratic functions , 2005 .

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

[6]  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.

[7]  Yongduan Song,et al.  A Novel Control Design on Discrete-Time Takagi–Sugeno Fuzzy Systems With Time-Varying Delays , 2013, IEEE Transactions on Fuzzy Systems.

[8]  Leonid M. Fridman,et al.  Optimal and robust control for linear state-delay systems , 2007, Journal of the Franklin Institute.

[9]  Ligang Wu,et al.  Fault Detection for T-S Fuzzy Time-Delay Systems: Delta Operator and Input-Output Methods , 2015, IEEE Transactions on Cybernetics.

[10]  Steven X. Ding,et al.  A Review on Basic Data-Driven Approaches for Industrial Process Monitoring , 2014, IEEE Transactions on Industrial Electronics.

[11]  Peng Shi,et al.  Joint state filtering and parameter estimation for linear stochastic time-delay systems , 2011, Signal Process..

[12]  Huijun Gao,et al.  New Delay-Dependent Exponential H ∞ Synchronization for Uncertain Neural Networks With Mixed Time Delays , 2009 .

[13]  Sergiu-Dan Stan,et al.  A Novel Robust Decentralized Adaptive Fuzzy Control for Swarm Formation of Multiagent Systems , 2012, IEEE Transactions on Industrial Electronics.

[14]  Okyay Kaynak,et al.  Improved PLS Focused on Key-Performance-Indicator-Related Fault Diagnosis , 2015, IEEE Transactions on Industrial Electronics.

[15]  Shaocheng Tong,et al.  Fuzzy adaptive backstepping robust control for SISO nonlinear system with dynamic uncertainties , 2009, Inf. Sci..

[16]  Shaocheng Tong,et al.  Robust Adaptive Tracking Control for Nonlinear Systems Based on Bounds of Fuzzy Approximation Parameters , 2010, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[17]  Boutaib Dahhou,et al.  Adaptive fuzzy controller based MPPT for photovoltaic systems , 2014 .

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

[19]  António J. Marques Cardoso,et al.  A Voltage-Based Approach Without Extra Hardware for Open-Circuit Fault Diagnosis in Closed-Loop PWM AC Regenerative Drives , 2014, IEEE Transactions on Industrial Electronics.

[20]  James Lam,et al.  A new delay system approach to network-based control , 2008, Autom..

[21]  Shaocheng Tong,et al.  Adaptive Fuzzy Robust Output Feedback Control of Nonlinear Systems With Unknown Dead Zones Based on a Small-Gain Approach , 2014, IEEE Transactions on Fuzzy Systems.

[22]  Shaocheng Tong,et al.  Adaptive Fuzzy Decentralized Output Stabilization for Stochastic Nonlinear Large-Scale Systems With Unknown Control Directions , 2014, IEEE Transactions on Fuzzy Systems.

[23]  James Lam,et al.  Stability Analysis and Stabilization for Discrete-Time Fuzzy Systems With Time-Varying Delay , 2009, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[24]  Shaocheng Tong,et al.  Adaptive fuzzy output tracking control for a class of uncertain nonlinear systems , 2009, Fuzzy Sets Syst..

[25]  Hamid Reza Karimi,et al.  New Delay-Dependent Exponential $H_{\infty}$ Synchronization for Uncertain Neural Networks With Mixed Time Delays , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[26]  Huijun Gao,et al.  H∞ Fuzzy Control of Nonlinear Systems Under Unreliable Communication Links , 2009, IEEE Trans. Fuzzy Syst..

[27]  A. Rodkina,et al.  On delay-dependent stability for a class of nonlinear stochastic systems with multiple state delays , 2008 .

[28]  Jianbin Qiu,et al.  A New Design of Delay-Dependent Robust ${\cal H}_{\bm \infty}$ Filtering for Discrete-Time T--S Fuzzy Systems With Time-Varying Delay , 2009, IEEE Transactions on Fuzzy Systems.

[29]  Hamid Reza Karimi,et al.  Adaptive Neural Stabilizing Controller for a Class of Mismatched Uncertain Nonlinear Systems by State and Output Feedback , 2015, IEEE Transactions on Cybernetics.

[30]  Bing Chen,et al.  Adaptive fuzzy tracking control for a class of perturbed strict-feedback nonlinear time-delay systems , 2008, Fuzzy Sets Syst..

[31]  Min Sheng,et al.  Robust Energy Efficiency Maximization in Cognitive Radio Networks: The Worst-Case Optimization Approach , 2015, IEEE Transactions on Communications.

[32]  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.

[33]  Yongduan Song,et al.  ${\cal H}_{\infty}$ Model Reduction of Takagi–Sugeno Fuzzy Stochastic Systems , 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[34]  Hamid Reza Karimi,et al.  Local Capacity $H_{\infty}$ Control for Production Networks of Autonomous Work Systems With Time-Varying Delays , 2010, IEEE Transactions on Automation Science and Engineering.

[35]  Xiaozhan Yang,et al.  Dissipativity Analysis and Synthesis for Discrete-Time T–S Fuzzy Stochastic SystemsWith Time-Varying Delay , 2014, IEEE Transactions on Fuzzy Systems.

[36]  Shen Yin,et al.  Performance Monitoring for Vehicle Suspension System via Fuzzy Positivistic C-Means Clustering Based on Accelerometer Measurements , 2015, IEEE/ASME Transactions on Mechatronics.

[37]  Huijun Gao,et al.  Fault-tolerant control of Markovian jump stochastic systems via the augmented sliding mode observer approach , 2014, Autom..

[38]  Jianbin Qiu,et al.  Nonsynchronized Robust Filtering Design for Continuous-Time T–S Fuzzy Affine Dynamic Systems Based on Piecewise Lyapunov Functions , 2013, IEEE Transactions on Cybernetics.

[39]  Hamid Reza Karimi,et al.  Stability analysis and control synthesis of neutral systems with time-varying delays and nonlinear uncertainties , 2009 .

[40]  Daniel W. C. Ho,et al.  Fuzzy Filter Design for ItÔ Stochastic Systems With Application to Sensor Fault Detection , 2009, IEEE Transactions on Fuzzy Systems.

[41]  Junsheng Wang ADAPTIVE FUZZY CONTROL OF DIRECT-CURRENT MOTOR DEAD-ZONE SYSTEMS , 2014 .