Fault Detection for Fuzzy Systems With Multiplicative Noises Under Periodic Communication Protocols

被引:38
|
作者
Luo, Yuqiang [1 ]
Wang, Zidong [2 ]
Wei, Guoliang [1 ]
机构
[1] Univ Shanghai Sci & Technol, Dept Control Sci & Engn, Shanghai Key Lab Modern Opt Syst, Shanghai 200093, Peoples R China
[2] Brunel Univ, Dept Comp Sci, Uxbridge UB8 3PH, Middx, England
基金
中国国家自然科学基金;
关键词
Adjustable threshold; fault detection (FD); fuzzy model; multiplicative noises; networked system; periodical communication; round-robin protocol; residual evaluation function; NETWORKED CONTROL-SYSTEMS; TIME-VARYING SYSTEMS; SUSPENSION SYSTEMS; STOCHASTIC-SYSTEMS; DETECTION FILTER; DESIGN; STABILITY; DIAGNOSIS; DELAY;
D O I
10.1109/TFUZZ.2017.2774193
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper is concerned with the fault detection problem for a class of networked fuzzy systems with multiplicative noises on both system states and measurement outputs. In view of the limited communication capacity, a periodical communication protocol (i.e., the round-robin protocol) is adopted to undertake the transmission task between the sensors and the fault detection filter, which leads to periodical delays in the overall system. A Takagi-Sugeno fuzzy-model-based fault detection filter is constructed to produce the residual signal and an auxiliary error system is established to facilitate the stability analysis of the error dynamics. With the aid of Lyapunov stability theory, sufficient conditions are obtained that ensure the exponentially mean-square stability of the error dynamics with prescribed H-infinity performance constraint. The desired fault detection filter is designed by solving a convex optimization problem via the semidefinite programme method. A finite-time evaluation function and an adjustable threshold are introduced in order to detect the possible faults effectively. The effectiveness of the proposed fault detection scheme is validated by a numerical simulation example.
引用
收藏
页码:2384 / 2395
页数:12
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