Parameter Estimation Based Fault Detection and Isolation in Wiener and Hammerstein Systems
International Journal of Applied Mathematics and Computer Science, Tome 9 (1999) no. 3, pp. 711-735
Cet article a éte moissonné depuis la source Library of Science
Fault detection and isolation in Wiener and Hammerstein systems via generation and processing of residual sequences is considered. We assume that some models of the unfaulty Wiener and Hammerstein systems under consideration are known. For Wiener systems, we also assume that their static nonlinear subsystems are invertible. Then, based on a serial-parallel definition of the residual error, new fault detection and isolation methods are proposed.To detect and identify all the changes in both the Wiener and Hammerstein system parameters, the sequences of residuals are processed by using linear regression methods or a neural network approach.
Keywords:
fault detection, fault isolation, parameter estimation, neural networks, nonlinear system
Mots-clés : wykrywanie błędu, wyodrębnienie błędu, estymacja parametryczna, sieć neuronowa, system nieliniowy
Mots-clés : wykrywanie błędu, wyodrębnienie błędu, estymacja parametryczna, sieć neuronowa, system nieliniowy
@article{IJAMCS_1999_9_3_a10,
author = {Janczak, A.},
title = {Parameter {Estimation} {Based} {Fault} {Detection} and {Isolation} in {Wiener} and {Hammerstein} {Systems}},
journal = {International Journal of Applied Mathematics and Computer Science},
pages = {711--735},
year = {1999},
volume = {9},
number = {3},
language = {en},
url = {http://geodesic.mathdoc.fr/item/IJAMCS_1999_9_3_a10/}
}
TY - JOUR AU - Janczak, A. TI - Parameter Estimation Based Fault Detection and Isolation in Wiener and Hammerstein Systems JO - International Journal of Applied Mathematics and Computer Science PY - 1999 SP - 711 EP - 735 VL - 9 IS - 3 UR - http://geodesic.mathdoc.fr/item/IJAMCS_1999_9_3_a10/ LA - en ID - IJAMCS_1999_9_3_a10 ER -
%0 Journal Article %A Janczak, A. %T Parameter Estimation Based Fault Detection and Isolation in Wiener and Hammerstein Systems %J International Journal of Applied Mathematics and Computer Science %D 1999 %P 711-735 %V 9 %N 3 %U http://geodesic.mathdoc.fr/item/IJAMCS_1999_9_3_a10/ %G en %F IJAMCS_1999_9_3_a10
Janczak, A. Parameter Estimation Based Fault Detection and Isolation in Wiener and Hammerstein Systems. International Journal of Applied Mathematics and Computer Science, Tome 9 (1999) no. 3, pp. 711-735. http://geodesic.mathdoc.fr/item/IJAMCS_1999_9_3_a10/