TY - JOUR
T1 - Fault detection for T-S fuzzy discrete systems in finite-frequency domain
AU - Yang, Hongjiu
AU - Xia, Yuanqing
AU - Liu, Bo
PY - 2011/8
Y1 - 2011/8
N2 - This paper investigates the problem of fault detection for Takagi-Sugeno (T-S) fuzzy discrete systems in finite-frequency domain. By means of the T-S fuzzy model, both a fuzzy fault detection filter system and the dynamics of filtering error generator are constructed. Two finite-frequency performance indices are introduced to measure fault sensitivity and disturbance robustness. Faults are considered in a middle frequency domain, while disturbances are considered in another certain finite-frequency domain interval. By using the generalized Kalman-Yakubovič-Popov Lemma in a local linear system model, the design methods are presented in terms of solutions to a set of linear matrix inequalities, which can be readily solved via standard numerical software. The design problem is formulated as a two-objective optimization algorithm. A numerical example is given to illustrate the effectiveness and potential of the developed techniques.
AB - This paper investigates the problem of fault detection for Takagi-Sugeno (T-S) fuzzy discrete systems in finite-frequency domain. By means of the T-S fuzzy model, both a fuzzy fault detection filter system and the dynamics of filtering error generator are constructed. Two finite-frequency performance indices are introduced to measure fault sensitivity and disturbance robustness. Faults are considered in a middle frequency domain, while disturbances are considered in another certain finite-frequency domain interval. By using the generalized Kalman-Yakubovič-Popov Lemma in a local linear system model, the design methods are presented in terms of solutions to a set of linear matrix inequalities, which can be readily solved via standard numerical software. The design problem is formulated as a two-objective optimization algorithm. A numerical example is given to illustrate the effectiveness and potential of the developed techniques.
KW - Fault detection
KW - Kalman-Yakubovič-Popov (KYP) Lemma
KW - Takagi-Sugeno (T-S) fuzzy model
KW - finite-frequency domain
KW - linear matrix inequality (LMI)
UR - https://www.scopus.com/pages/publications/79960700037
U2 - 10.1109/TSMCB.2010.2099653
DO - 10.1109/TSMCB.2010.2099653
M3 - Article
AN - SCOPUS:79960700037
SN - 1083-4419
VL - 41
SP - 911
EP - 920
JO - IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
JF - IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IS - 4
M1 - 5696767
ER -