Title :
A new fault detection approach based on parity relation and stationary wavelet transform
Author :
Ye, Hao ; Wang, Guizeng ; Ding, Steven X.
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
In traditional parity space approaches for fault detection, a parity vector of low order means a simple online realization but a bad performance index, while that of high order leads to a good performance index but an unacceptable calculation amount and a high possibility of miss detection. In this paper, by introducing the so-called stationary wavelet transform (SWT) into the residual signal, a new kind of parity relation based residual generator and the corresponding optimization approach are proposed. With the new approach, the residual generator can deliver a very good performance index and a satisfactory low miss detection rate but with a parity vector of a very low order. Simulation results are given.
Keywords :
fault diagnosis; filtering theory; optimisation; performance index; wavelet transforms; fault detection; optimization; parity relation; parity space approach; parity vector; performance index; residual generator; residual signal; robustness; stationary wavelet transform; Automation; Design optimization; Fault detection; High performance computing; IIR filters; Narrowband; Performance analysis; Robustness; Vectors; Wavelet transforms;
Conference_Titel :
American Control Conference, 2003. Proceedings of the 2003
Print_ISBN :
0-7803-7896-2
DOI :
10.1109/ACC.2003.1243780