Adaptive Fuzzy Observer-Based Fault Estimation for a Class of Nonlinear Stochastic Hybrid Systems

被引:27
作者
Fu, Shasha [1 ]
Qiu, Jianbin [2 ,3 ]
Chen, Liheng [4 ,5 ]
Chadli, Mohammed [6 ]
机构
[1] Heilongjiang Univ, Sch Elect Engn, Harbin 150080, Peoples R China
[2] Harbin Inst Technol, State Key Lab Robot & Syst, Harbin 150001, Peoples R China
[3] Harbin Inst Technol, Res Inst Intelligent Control & Syst, Harbin 150080, Peoples R China
[4] Harbin Engn Univ, Coll Intelligent Syst Sci & Engn, Harbin 150001, Peoples R China
[5] Engn Res Ctr Nav Instruments, Minist Educ, Harbin 150001, Peoples R China
[6] Univ Evry, Univ Paris Saclay, IBISC, F-91020 Evry, France
基金
中国博士后科学基金; 中国国家自然科学基金; 黑龙江省自然科学基金;
关键词
Adaptive fault estimation; fuzzy logic systems (FLSs); Markovian jump systems (M[!text type='JS']JS[!/text]s); sensor faults; MARKOVIAN JUMP SYSTEMS; SLIDING MODE CONTROL; TOLERANT CONTROL; DESIGN; STATE;
D O I
10.1109/TFUZZ.2020.3031033
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article studies the fault estimation problem for a class of continuous-time nonlinear Markovian jump systems with unmeasured states, unknown bounded sensor faults, and unknown nonlinearities simultaneously. In this article, a new adaptive fuzzy observer design scheme is developed, where the completely unknown nonlinear terms are approximated by adaptive fuzzy logic systems. By means of a novel online adaptive mechanism, the asymptotic stability of the error dynamic system is guaranteed despite of sensor faults and unknown nonlinear terms. Moreover, the sliding surface switching problem in the traditional sliding mode observer techniques can be avoided for Markovian jump systems. Finally, two practical examples are given to demonstrate the effectiveness of the proposed approach.
引用
收藏
页码:39 / 51
页数:13
相关论文
共 39 条
[1]   Discrete-Time Sliding Mode Observer for Sensorless Vector Control of Permanent Magnet Synchronous Machine [J].
Bernardes, Thiago ;
Montagner, Vinicius Foletto ;
Gruendling, Hilton Abilio ;
Pinheiro, Humberto .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (04) :1679-1691
[2]   H-/H∞ fault detection filter design for discrete-time Takagi-Sugeno fuzzy system [J].
Chadli, Mohammed ;
Abdo, Ali ;
Ding, Steven X. .
AUTOMATICA, 2013, 49 (07) :1996-2005
[3]   Adaptive Fuzzy Sliding Mode Control for Network-Based Nonlinear Systems With Actuator Failures [J].
Chen, Liheng ;
Liu, Ming ;
Huang, Xianlin ;
Fu, Shasha ;
Qiu, Jianbin .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (03) :1311-1323
[4]   Observer-based sensor fault-tolerant control for semi-Markovian jump systems [J].
Chen, Liheng ;
Huang, Xianlin ;
Fu, Shasha .
NONLINEAR ANALYSIS-HYBRID SYSTEMS, 2016, 22 :161-177
[5]   An Asynchronous Operation Approach to Event-Triggered Control for Fuzzy Markovian Jump Systems With General Switching Policies [J].
Cheng, Jun ;
Park, Ju H. ;
Zhang, Lixian ;
Zhu, Yanzheng .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (01) :6-18
[6]   Fuzzy Fault Detection Filter Design for T-S Fuzzy Systems in the Finite-Frequency Domain [J].
Chibani, Ali ;
Chadli, Mohammed ;
Shi, Peng ;
Braiek, Naceur Benhadj .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2017, 25 (05) :1051-1061
[7]   State and Faults Estimation Based on Proportional Integral Sliding Mode Observer for Uncertain Takagi-Sugeno Fuzzy Systems and its Application to a Turbo-Reactor [J].
Elleuch, Ilyes ;
Khedher, Atef ;
Ben Othman, Kamel .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2017, 19 (06) :1768-1781
[8]   A survey on analysis and design of model-based fuzzy control systems [J].
Feng, Gang .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2006, 14 (05) :676-697
[9]   Fault deviation estimation and integral sliding mode control design for Lipschitz nonlinear systems [J].
Gao, Yabin ;
Liu, Jianxing ;
Sun, Guanghui ;
Liu, Ming ;
Wu, Ligang .
SYSTEMS & CONTROL LETTERS, 2019, 123 :8-15
[10]   Unknown Input Observer-Based Robust Fault Estimation for Systems Corrupted by Partially Decoupled Disturbances [J].
Gao, Zhiwei ;
Liu, Xiaoxu ;
Chen, Michael Z. Q. .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2016, 63 (04) :2537-2547