Information Fusion Under Consideration of Conflicting Input Signals
Springer Berlin (Verlag)
978-3-662-53751-0 (ISBN)
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.
Dr.-Ing. Uwe Mönks studied Electrical Engineering and Information Technology at the OWL University of Applied Sciences (Lemgo), Halmstad University (Sweden), and Aalborg University (Denmark). Since 2009 he is employed at the Institute Industrial IT (inIT) as research associate with project leading responsibilities. During this time he completed his doctorate (Dr.-Ing.) in a cooperative graduation with Ruhr-University Bochum. His research interests are in the area of multisensor and information fusion, pattern recognition, and machine learning.
Introduction.- Scientific State of the Art.- Preliminaries.- Multilayer Attribute-based Conflict-reducing Observation.- Evaluation.- Summary.
| Erscheinungsdatum | 06.01.2017 |
|---|---|
| Reihe/Serie | Technologien für die intelligente Automation |
| Zusatzinfo | XIX, 240 p. 58 illus., 35 illus. in color. |
| Verlagsort | Berlin |
| Sprache | englisch |
| Maße | 168 x 240 mm |
| Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
| Technik | |
| Schlagworte | Artificial Intelligence • artificial intelligence (incl. robotics) • Computational Intelligence • Condition Monitoring • Conflict information • data heterogeneity • Engineering • Engineering: general • Fusion algorithm • Imaging systems and technology • Multilayered information • Robotics • Robotics and Automation • Signal, Image and Speech Processing • Signal Processing • System control and monitoring |
| ISBN-10 | 3-662-53751-6 / 3662537516 |
| ISBN-13 | 978-3-662-53751-0 / 9783662537510 |
| Zustand | Neuware |
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