Adaptive dynamic programming-based fault tolerant control for nonlinear time-delay systems

被引:7
作者
Rahimi, Farshad [1 ]
机构
[1] Sahand Univ Technol, Dept Elect Engn, Tabriz 6791413916, Iran
关键词
Neural network; Fault compensation; Adaptive dynamic programming; Time-delay systems;
D O I
10.1016/j.chaos.2024.115544
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This study introduces a fault compensation control approach for a class of affine nonlinear time-delay systems using adaptive dynamic programming (ADP). By establishing an observer, the ADP-derived approach facilitates the estimation of potential actuator faults within the system. A novel value function is devised to incorporate the estimated fault and state delay. Subsequently, the control laws are derived from this innovative value function. The Hamilton-Jacobi-Bellman equation associated with this innovative value function is effectively solved using a critic neural network. Then, it is demonstrated through Lyapunov theory that the closed-loop systems achieve uniform ultimate boundedness. The efficacy of the current fault compensation strategy is validated through simulation instances. A notable contribution of the proposed method is its extension of the ADP technique to address the challenge of fault compensation in nonlinear time-delay systems.
引用
收藏
页数:11
相关论文
共 26 条
[1]   Discrete-time nonlinear HJB solution using approximate dynamic programming: Convergence proof [J].
Al-Tamimi, Asma ;
Lewis, Frank L. ;
Abu-Khalaf, Murad .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2008, 38 (04) :943-949
[2]   A review of Fault Tolerant Control Systems: Advancements and applications [J].
Amin, Arslan Ahmed ;
Hasan, Khalid Mahmood .
MEASUREMENT, 2019, 143 :58-68
[3]  
Bardi M, 1997, OPTIMAL CONTROL VISC, DOI [10.1007/978-0-8176-4755-1, DOI 10.1007/978-0-8176-4755-1]
[4]  
Bavili RE, 2015, CONTROL ENG APPL INF, V17, P68
[5]  
Camacho EF, 2010, IEEE INT C EMERG
[6]   ADP-Based Decentralized Controller Design for Nonlinear Time-Delay Interconnected Systems [J].
Chen, Ning ;
Luo, Zeng ;
Li, Binyan ;
Luo, Biao ;
Chen, Jiayao ;
Yang, Chunhua ;
Gui, Weihua .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2024, 54 (08) :5035-5047
[7]  
Ding S. X., 2021, Advanced methods for fault diagnosis and fault-tolerant control
[8]   Adaptive fault-tolerant control for affine non-linear systems based on approximate dynamic programming [J].
Fan, Quan-Yong ;
Yang, Guang-Hong .
IET CONTROL THEORY AND APPLICATIONS, 2016, 10 (06) :655-663
[9]  
Fridman E, 2014, 2014 EUROPEAN CONTROL CONFERENCE (ECC), P1428, DOI 10.1109/ECC.2014.6862628
[10]  
Gao ZW, 2015, IEEE T IND ELECTRON, V62, P3768, DOI [10.1109/TIE.2015.2417501, 10.1109/TIE.2015.2419013]