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Application of Auto-Associative Neural Networks for Sensor Diagnostics

Application of Auto-Associative Neural Networks for Sensor Diagnostics

von Massieh Najafi
Softcover - 9783838359144
49,00 €
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Beschreibung

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.

An Enhancement to Auto-Associative Neural Networks for Detection and Isolation of Sensor Faults

Details

Verlag LAP LAMBERT Academic Publishing
Ersterscheinung 21. April 2010
Maße 22 cm x 15 cm x 0.6 cm
Gewicht 167 Gramm
Format Softcover
ISBN-13 9783838359144
Seiten 100