Information Fusion Under Consideration of Conflicting Input Signals (9783662537510)

This work proposes the multilayered information fusion system MACRO (multilayer attribute-based conflict-reducing observation) and the BalTLCS (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.

Product details

• Format Paperback | 240 pages
• Dimensions 168 x 240 x 13.97mm | 4,411g
• Publication date 19 Dec 2016
• Publisher Springer Fachmedien Wiesbaden
• Imprint Springer Vieweg
• Publication City/Country Weisbaden, Germany
• Language English
• Edition Statement 1st ed. 2017
• Illustrations note 23 Tables, color; 35 Illustrations, color; 23 Illustrations, black and white; XIX, 240 p. 58 illus., 35 illus. in color.
• ISBN10 3662537516
• ISBN13 9783662537510

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