TY - JOUR
T1 - Fault-Tolerant Optimal Control for Discrete-Time Nonlinear System Subjected to Input Saturation
T2 - A Dynamic Event-Triggered Approach
AU - Zhang, Peng
AU - Yuan, Yuan
AU - Guo, Lei
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2021/6
Y1 - 2021/6
N2 - This paper investigates the dynamic event-triggered fault-tolerant optimal control strategy for a class of output feedback nonlinear discrete-time systems subject to actuator faults and input saturations. To save the communication resources between the sensor and the controller, the so-called dynamic event-triggered mechanism is adopted to schedule the measurement signal. A neural network-based observer is first designed to provide both the system states and fault information. Then, with consideration of the actuator saturation phenomenon, the adaptive dynamic programming (ADP) algorithm is designed based on the estimates provided by the observer. To reduce the computational burden, the optimal control strategy is implemented via the single network adaptive critic architecture. The sufficient conditions are provided to guarantee the boundedness of the overall closed-loop systems. Finally, the numerical simulations on a two-link flexible manipulator system are provided to verify the validity of the proposed control strategy.
AB - This paper investigates the dynamic event-triggered fault-tolerant optimal control strategy for a class of output feedback nonlinear discrete-time systems subject to actuator faults and input saturations. To save the communication resources between the sensor and the controller, the so-called dynamic event-triggered mechanism is adopted to schedule the measurement signal. A neural network-based observer is first designed to provide both the system states and fault information. Then, with consideration of the actuator saturation phenomenon, the adaptive dynamic programming (ADP) algorithm is designed based on the estimates provided by the observer. To reduce the computational burden, the optimal control strategy is implemented via the single network adaptive critic architecture. The sufficient conditions are provided to guarantee the boundedness of the overall closed-loop systems. Finally, the numerical simulations on a two-link flexible manipulator system are provided to verify the validity of the proposed control strategy.
KW - Adaptive dynamic programming (ADP)
KW - dynamic event-triggered mechanism (ETM)
KW - fault-tolerant control (FTC)
KW - input saturation
KW - neural network
UR - http://www.scopus.com/inward/record.url?scp=85103647158&partnerID=8YFLogxK
U2 - 10.1109/TCYB.2019.2923011
DO - 10.1109/TCYB.2019.2923011
M3 - 文章
C2 - 31265427
AN - SCOPUS:85103647158
SN - 2168-2267
VL - 51
SP - 2956
EP - 2968
JO - IEEE Transactions on Cybernetics
JF - IEEE Transactions on Cybernetics
IS - 6
M1 - 8752272
ER -