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Information Fusion Under Consideration of Conflicting Input Signals
Paperback
Series: Technologien Für Die Intelligente Automation
Technology & EngineeringGeneral Computers
ISBN13: 9783662537510
Publisher: Springer Nature
Published: Dec 19 2016
Pages: 240
Weight: 0.93
Height: 0.55 Width: 6.69 Depth: 9.61
Language: English
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.
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