A New Strategy for Fault Estimation in Takagi-Sugeno Fuzzy Systems via a Fuzzy Learning Observer

被引:0
作者
Jia, Qingxian [1 ]
Chen, Wen [2 ]
Jin, Yi [2 ]
Zhang, Yingchun [1 ]
Li, Huayi [1 ]
机构
[1] Harbin Inst Technol, Res Ctr Satellite Technol, Harbin, Heilongjiang, Peoples R China
[2] Wayne State Univ, Div Engn Technol, Detroit, MI 48202 USA
来源
2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA) | 2014年
关键词
Fault estimation; Fuzzy systems; Learning observers; SLIDING MODE OBSERVER; NONLINEAR-SYSTEMS; TOLERANT CONTROL; STATE; RECONSTRUCTION; DELAY; IDENTIFICATION; ACCOMMODATION; DIAGNOSIS; DESIGN;
D O I
暂无
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 paper is to suggest a new strategy for fault estimation in Takagi-Sugeno (T-S) fuzzy systems. A fuzzy Learning Observer (FLO) is constructed to achieve simultaneous estimation of system states and actuator faults. The FLO is able to estimate both constant and time-varying faults accurately, and a systematic method is also proposed to select gain matrices for the FLOs. Stability and convergence of the proposed observer is proved using Lyapunov stability theory. The design of FLOs can be formulated in terms of Linear Matrix Inequalities (LMIs) that can be conveniently solved using LMI optimization technique. A single-link flexible manipulator is employed to verify the effectiveness of the proposed fault-estimating approaches.
引用
收藏
页码:3228 / 3233
页数:6
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