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Application of Auto-Associative Neural Networks for Sensor Diagnostics: An Enhancement to Auto-Associative Neural Networks for Detection and Isolation of Sensor Faults - Couverture souple

Najafi, Massieh

 
9783838359144: Application of Auto-Associative Neural Networks for Sensor Diagnostics: An Enhancement to Auto-Associative Neural Networks for Detection and Isolation of Sensor Faults
Couverture souple
ISBN 10 : 3838359143 ISBN 13 : 9783838359144
Editeur : LAP Lambert Academic Publishing, 2010

Synopsis

In this book, we address the problem of sensor fault diagnosis in complex systems. The motivation for this work is the common problem encountered in industrial setting, i.e. sensor shift, drift and outright failure. The approach proposed in this paper is based on Auto-Associative Neural Networks but has been extended to address some intrinsic deficiencies of these types of networks in practical setting. In particular, it is shown that the proposed approach provides the basic functionality needed for sensor fault detection in a multi-sensor environment with limited additional computational burden.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

In this book, we address the problem of sensor fault diagnosis in complex systems. The motivation for this work is the common problem encountered in industrial setting, i.e. sensor shift, drift and outright failure. The approach proposed in this paper is based on Auto-Associative Neural Networks but has been extended to address some intrinsic deficiencies of these types of networks in practical setting. In particular, it is shown that the proposed approach provides the basic functionality needed for sensor fault detection in a multi-sensor environment with limited additional computational burden.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP Lambert Academic Publishing
Date d'édition
2010
Langue
anglais
ISBN 10 
3838359143
ISBN 13 
9783838359144
Reliure
Broché
Nombre de pages
100
Coordonnées du fabricant
non disponible
Personne responsable
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