Fuzzy Fault Detection for Markov Jump Systems With Partly Accessible Hidden Information: An Event-Triggered Approach

被引:192
作者
Cheng, Peng [1 ]
He, Shuping [1 ]
Stojanovic, Vladimir [2 ]
Luan, Xiaoli [3 ]
Liu, Fei [3 ]
机构
[1] Anhui Univ, Sch Elect Engn & Automat, Minist Educ, Key Lab Intelligent Comp & Signal Proc, Hefei 230601, Peoples R China
[2] Univ Kragujevac, Fac Mech & Civil Engn, Dept Automat Control Robot & Fluid Tech, Kraljevo 36000, Serbia
[3] Jiangnan Univ, Minist Educ, Key Lab Adv Proc Control Light Ind, Wuxi 214122, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Manipulators; Fault detection; Hidden Markov models; Markov processes; Manganese; Symmetric matrices; Uncertainty; Event-triggered (ET) scheme; fuzzy asynchronous fault detection filter (FAFDF); Markov jump systems; wheeled mobile manipulator; DETECTION FILTER DESIGN; LMI APPROACH; STABILIZATION;
D O I
10.1109/TCYB.2021.3050209
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article addresses the design issue of fuzzy asynchronous fault detection filter (FAFDF) for a class of nonlinear Markov jump systems by an event-triggered (ET) scheme. The ET scheme can be applied to cut down the transmission times from the system to FAFDF. It is assumed that the system modes cannot be obtained synchronously by the filter, and instead, there is a detector that can measure the estimated modes of the system. The asynchronous phenomenon between the system and the filter is characterized via a hidden Markov model with partly accessible mode detection probabilities. Applying the Lyapunov function methods, sufficient conditions for the presence of FAFDF are obtained. Finally, an application of a wheeled mobile manipulator with hybrid joints is employed to clarify that the devised FAFDF can detect the faults without any incorrect alarm.
引用
收藏
页码:7352 / 7361
页数:10
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