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Information Fusion Under Consideration of Conflicting Input Signals

Information Fusion Under Consideration of Conflicting Input Signals

von Uwe Mönks
Softcover - 9783662537510
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Beschreibung

This work proposes the multilayered information fusion system MACRO (multilayer attribute-based conflict-reducing observation) and the µBalTLCS (fuzzified balanced two-layer conflict solving) fusion algorithm to reduce the impact of conflicts on the fusion result. In addition, a sensor defect detection method, which is based on the continuous monitoring of sensor reliabilities, is presented. The performances of the contributions are shown by their evaluation in the scope of both a publicly available data set and a machine condition monitoring application under laboratory conditions. Here, the MACRO system yields the best results compared to state-of-the-art fusion mechanisms.



Details

Verlag Springer Berlin
Ersterscheinung 19. Dezember 2016
Maße 24 cm x 16.8 cm
Gewicht 442 Gramm
Format Softcover
ISBN-13 9783662537510
Auflage 1st ed. 2017
Seiten 240

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