Information Fusion Under Consideration of Conflicting Input Signals
Author | : Uwe Mönks |
Publisher | : Springer |
Total Pages | : 249 |
Release | : 2016-11-25 |
ISBN-10 | : 9783662537527 |
ISBN-13 | : 3662537524 |
Rating | : 4/5 (27 Downloads) |
Download or read book Information Fusion Under Consideration of Conflicting Input Signals written by Uwe Mönks and published by Springer. This book was released on 2016-11-25 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.