Open Set RF Fingerprinting using Generative Outlier Augmentation

RF devices can be identified by unique imperfections embedded in the signals they transmit called RF fingerprints. The closed set classification of such devices, where the identification must be made among an authorized set of transmitters, has been well explored. However, the much more difficult pr...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	arXiv.org 2021-08
Hauptverfasser:	Karunaratne, Samurdhi, Hanna, Samer, Cabric, Danijela
Format:	Artikel
Sprache:	eng
Schlagworte:	Classification Classifiers Data augmentation Datasets Fingerprinting Fingerprints Machine learning Outliers (statistics) Transmitters
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!