Data-based fault-tolerant control for affine nonlinear systems with actuator faults.

This paper investigates the fault-tolerant control (FTC) problem for unknown nonlinear systems with actuator faults including stuck, outage, bias and loss of effectiveness. The upper bounds of stuck faults, bias faults and loss of effectiveness faults are unknown. A new data-based FTC scheme is proposed. It consists of the online estimations of the bounds and a state-dependent function. The estimations are adjusted online to compensate automatically the actuator faults. The state-dependent function solved by using real system data helps to stabilize the system. Furthermore, all signals in the resulting closed-loop system are uniformly bounded and the states converge asymptotically to zero. Compared with the existing results, the proposed approach is data-based. Finally, two simulation examples are provided to show the effectiveness of the proposed approach.

[1]  Yongming Li,et al.  Observer-Based Adaptive Decentralized Fuzzy Fault-Tolerant Control of Nonlinear Large-Scale Systems With Actuator Failures , 2014, IEEE Transactions on Fuzzy Systems.

[2]  Frank L. Lewis,et al.  Nearly optimal control laws for nonlinear systems with saturating actuators using a neural network HJB approach , 2005, Autom..

[3]  Yu Jiang,et al.  Robust Adaptive Dynamic Programming and Feedback Stabilization of Nonlinear Systems , 2014, IEEE Transactions on Neural Networks and Learning Systems.

[4]  S. Ding,et al.  Fault estimation and fault-tolerant control for descriptor systems via proportional, multiple-integral and derivative observer design , 2007 .

[5]  Weiping Li,et al.  Applied Nonlinear Control , 1991 .

[6]  Guang-Hong Yang,et al.  Robust Adaptive Fault-tolerant Compensation Control with Actuator Failures and Bounded Disturbances: Robust Adaptive Fault-tolerant Compensation Control with Actuator Failures and Bounded Disturbances , 2009 .

[7]  Peter S. Maybeck Multiple model adaptive algorithms for detecting and compensating sensor and actuator/surface failures in aircraft flight control systems , 1999 .

[8]  Jovan D. Boskovic,et al.  A Decentralized Fault-Tolerant Control System for Accommodation of Failures in Higher-Order Flight Control Actuators , 2010, IEEE Transactions on Control Systems Technology.

[9]  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).

[10]  Guang-Hong Yang,et al.  Fuzzy Adaptive Output Feedback Fault-Tolerant Tracking Control of a Class of Uncertain Nonlinear Systems With Nonaffine Nonlinear Faults , 2016, IEEE Transactions on Fuzzy Systems.

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

[12]  Lingfeng Wang,et al.  Robust and adaptive actuator failure compensation designs for a rocket fairing structural-acoustic model , 2004, IEEE Transactions on Aerospace and Electronic Systems.

[13]  Suresh M. Joshi,et al.  Adaptive actuator failure compensation for parametric strict feedback systems and an aircraft application , 2003, Autom..

[14]  R. Nikoukhah,et al.  A mixed I approach to simultaneous fault detection and control , 2004, Autom..

[15]  Derong Liu,et al.  Neural-Network-Based Online HJB Solution for Optimal Robust Guaranteed Cost Control of Continuous-Time Uncertain Nonlinear Systems , 2014, IEEE Transactions on Cybernetics.

[16]  Guang-Hong Yang,et al.  Adaptive Fault-Tolerant Tracking Control Against Actuator Faults With Application to Flight Control , 2006, IEEE Transactions on Control Systems Technology.

[17]  Tingwen Huang,et al.  Data-based approximate policy iteration for affine nonlinear continuous-time optimal control design , 2014, Autom..

[18]  Xiaoli Ma,et al.  Adaptive state feedback and tracking control of systems with actuator failures , 2001, IEEE Trans. Autom. Control..

[19]  Guang Wang,et al.  Data-driven fault-tolerant control design for wind turbines with robust residual generator , 2015 .

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

[21]  Shaocheng Tong,et al.  Adaptive Fuzzy Identification and Control for a Class of Nonlinear Pure-Feedback MIMO Systems With Unknown Dead Zones , 2015, IEEE Transactions on Fuzzy Systems.

[22]  Frank L. Lewis,et al.  2009 Special Issue: Neural network approach to continuous-time direct adaptive optimal control for partially unknown nonlinear systems , 2009 .

[23]  Marios M. Polycarpou Fault accommodation of a class of multivariable nonlinear dynamical systems using a learning approach , 2001, IEEE Trans. Autom. Control..

[24]  Marios M. Polycarpou,et al.  Adaptive fault-tolerant control of nonlinear uncertain systems: an information-based diagnostic approach , 2004, IEEE Transactions on Automatic Control.

[25]  Guang-Hong Yang,et al.  Data-based fault-tolerant control for uncertain linear systems with actuator faults , 2016 .

[26]  Guang-Hong Yang,et al.  Robust adaptive fault-tolerant control for uncertain linear systems with actuator failures , 2012 .

[27]  Guanghong Yang,et al.  Fault-tolerant control via sliding-mode output feedback for uncertain linear systems with quantisation , 2013 .

[28]  Frank L. Lewis,et al.  Optimal Control , 1986 .

[29]  Wei Wang,et al.  Adaptive actuator failure compensation control of uncertain nonlinear systems with guaranteed transient performance , 2010, Autom..

[30]  Jianliang Wang,et al.  Reliable robust flight tracking control: an LMI approach , 2002, IEEE Trans. Control. Syst. Technol..

[31]  Yong Zhang,et al.  Data-driven realizations of kernel and image representations and their application to fault detection and control system design , 2014, Autom..

[32]  Guanghong Yang,et al.  Approximate guaranteed cost fault-tolerant control of unknown nonlinear systems with time-varying actuator faults , 2016 .

[33]  Guang-Hong Yang,et al.  Robust Adaptive Fault-tolerant Compensation Control with Actuator Failures and Bounded Disturbances , 2009 .

[34]  Jianliang Wang,et al.  Reliable Hinfinity controller design for linear systems , 2001, Autom..

[35]  Zhong-Ping Jiang,et al.  Computational adaptive optimal control for continuous-time linear systems with completely unknown dynamics , 2012, Autom..

[36]  Steven X. Ding,et al.  Real-Time Implementation of Fault-Tolerant Control Systems With Performance Optimization , 2014, IEEE Transactions on Industrial Electronics.

[37]  Guang-Hong Yang,et al.  Reliable $H_{\infty}$ Control of Linear Systems With Adaptive Mechanism , 2010, IEEE Transactions on Automatic Control.

[38]  Kai-Yew Lum,et al.  Passive Actuators' Fault-Tolerant Control for Affine Nonlinear Systems , 2010, IEEE Transactions on Control Systems Technology.

[39]  Youmin Zhang,et al.  Detection, estimation, and accommodation of loss of control effectiveness , 2000 .