Self-tuned local feedback gain based decentralized fault tolerant control for a class of large-scale nonlinear systems

被引:31
作者
Zhao, Bo [1 ]
Li, Yuanchun [2 ]
Liu, Derong [3 ]
机构
[1] Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
[2] Changchun Univ Technol, Dept Control Sci & Engn, Changchun 130012, Peoples R China
[3] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
Large-scale nonlinear systems; Partial loss of actuator effectiveness; Decentralized fault tolerant control; Self-tuned local feedback gain; Neural network; DYNAMIC SURFACE CONTROL; INTERCONNECTED SYSTEMS; FLIGHT CONTROL; ACTUATOR EFFECTIVENESS; TRACKING CONTROL; NEURAL-NETWORK; CONTROL DESIGN; IDENTIFICATION; FAILURES; VEHICLE;
D O I
10.1016/j.neucom.2016.12.063
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a decentralized fault tolerant control (DFTC) scheme is proposed for a class of large-scale nonlinear systems based on self-tuned local feedback gain against partial loss of actuator effectiveness (PLOAE). Consider a large-scale nonlinear system as a set of interconnected subsystems, a decentralized control method is proposed by employing two radial basis function neural networks (RBFNNs) for the fault-free system. Then, the unknown system is identified using RBFNNs. By establishing a decentralized observer, the derived self-tuned local feedback gain is placed before the proposed decentralized controller to guarantee control performance for the subsystem suffering from PLOAE fault. Finally, simulation examples are provided to demonstrate the effectiveness of the present DFTC scheme. The main contributions of this paper are: i) The unknown large-scale nonlinear system can be identified using locally measured states, so the actuator fault can be handled in its local subsystem. It implies that the performance degradation of the faulty subsystem cannot affect the fault-free subsystems. ii) The estimated effectiveness factor is placed before the proposed decentralized scheme. The fault tolerant control structure is simple since it does not need to be redesigned in the case of PLOAE.
引用
收藏
页码:147 / 156
页数:10
相关论文
共 48 条
[1]   A QFT-Based Decentralized Design Approach for Integrated Fault Detection and Control [J].
Alavi, S. M. Mahdi ;
Saif, Mehrdad .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2012, 20 (05) :1366-1375
[2]   Application of absolute stability theory to robust control against loss of actuator effectiveness [J].
Benosman, M. ;
Lum, K. -Y. .
IET CONTROL THEORY AND APPLICATIONS, 2009, 3 (06) :772-788
[3]   H∞ fuzzy controller synthesis for large-scale systems with non-linear interconnections and disturbance [J].
Chang, Wei ;
Wang, Wen-June .
IET CONTROL THEORY AND APPLICATIONS, 2014, 8 (13) :1256-1269
[4]   Fuzzy control synthesis for large-scale systems with weighted interconnections [J].
Chang, Wei ;
Wang, Wen-June .
IET CONTROL THEORY AND APPLICATIONS, 2013, 7 (09) :1206-1218
[5]   Decentralized output-feedback neural control for systems with unknown interconnections [J].
Chen, Weisheng ;
Li, Junmin .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2008, 38 (01) :258-266
[6]   Leader-follower tracking control with guaranteed consensus performance for interconnected systems with linear dynamic uncertain coupling [J].
Cheng, Yi ;
Ugrinovskii, V. .
INTERNATIONAL JOURNAL OF CONTROL, 2015, 88 (08) :1663-1677
[7]   Identification of Hammerstein model using functional link artificial neural network [J].
Cui, Mingyong ;
Liu, Haifang ;
Li, Zhonghui ;
Tang, Yinggan ;
Guan, Xinping .
NEUROCOMPUTING, 2014, 142 :419-428
[8]   Adaptive control for coupled lagrangian systems with structured uncertainty in the interconnections [J].
Francisco Flores-Resendiz, J. ;
Tang, Yu .
INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2014, 28 (01) :63-76
[9]   Fault-Tolerant Control of a Class of Switched Nonlinear Systems With Structural Uncertainties [J].
Fu, Jun ;
Chai, Tianyou ;
Jin, Ying ;
Su, Chun-Yi .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2016, 63 (02) :201-205
[10]   Passive Fault-Tolerant Control Design for Near-Space Hypersonic Vehicle Dynamical System [J].
Gao, Zhifeng ;
Jiang, Bin ;
Shi, Peng ;
Liu, Jianye ;
Xu, Yufei .
CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2012, 31 (02) :565-581