Geodesic
Development of Dynamic Neural Networks With Application to Observer-Based Fault Detection and Izolation
International Journal of Applied Mathematics and Computer Science, Tome 9 (1999) no. 3, pp. 547-570.

Voir la notice de l'article provenant de la source Library of Science

The paper suggests a neural-network approach to the design of robust fault diagnosis systems. The main emphasis is placed upon the development of neural observer schemes. They are built based on dynamic neural networks, i.e. dynamic multi-layer perceptrons with mixed structure. The goal is to achieve an adequate approximation of process outputs for known classes of the process behaviour. The obtained symptoms are then classified by means of static artificial nets. Appropriate decision mechanisms are designed for each type of observer schemes. An application to a laboratory process is included. It refers to component and instrument fault detection and isolation in a three-tank system.
Keywords: fault diagnosis, dynamic neural networks, system identification, static neural classifiers, three-tank system
Mots-clés : wykrywanie błędu, sieć neuronowa dynamiczna, identyfikacja systemu 
@article{IJAMCS_1999_9_3_a2,
     author = {Marcu, T. and Mirea, L. and Frank, P. M.},
     title = {Development of {Dynamic} {Neural} {Networks} {With} {Application} to {Observer-Based} {Fault} {Detection} and {Izolation}},
     journal = {International Journal of Applied Mathematics and Computer Science},
     pages = {547--570},
     publisher = {mathdoc},
     volume = {9},
     number = {3},
     year = {1999},
     language = {en},
     url = {http://geodesic.mathdoc.fr/item/IJAMCS_1999_9_3_a2/}
}
TY  - JOUR
AU  - Marcu, T.
AU  - Mirea, L.
AU  - Frank, P. M.
TI  - Development of Dynamic Neural Networks With Application to Observer-Based Fault Detection and Izolation
JO  - International Journal of Applied Mathematics and Computer Science
PY  - 1999
SP  - 547
EP  - 570
VL  - 9
IS  - 3
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/IJAMCS_1999_9_3_a2/
LA  - en
ID  - IJAMCS_1999_9_3_a2
ER  - 
%0 Journal Article
%A Marcu, T.
%A Mirea, L.
%A Frank, P. M.
%T Development of Dynamic Neural Networks With Application to Observer-Based Fault Detection and Izolation
%J International Journal of Applied Mathematics and Computer Science
%D 1999
%P 547-570
%V 9
%N 3
%I mathdoc
%U http://geodesic.mathdoc.fr/item/IJAMCS_1999_9_3_a2/
%G en
%F IJAMCS_1999_9_3_a2
Marcu, T.; Mirea, L.; Frank, P. M. Development of Dynamic Neural Networks With Application to Observer-Based Fault Detection and Izolation. International Journal of Applied Mathematics and Computer Science, Tome 9 (1999) no. 3, pp. 547-570. http://geodesic.mathdoc.fr/item/IJAMCS_1999_9_3_a2/