On physical-layer authentication via online transfer learning

Y Chen, PH Ho, H Wen, SY Chang… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
This article introduces a novel physical-layer (PHY-layer) authentication scheme, called
transfer learning-based PHY-layer authentication (TL-PHA), aiming to achieve fast online …

Channel prediction and transmitter authentication with adversarially-trained recurrent neural networks

KS Germain, F Kragh - IEEE Open Journal of the …, 2021 - ieeexplore.ieee.org
As wireless communications and interconnected networks become ubiquitous and relied
upon, they must also remain secure. Advanced communication systems that use techniques …

[PDF][PDF] ADVERSARIAL MACHINE LEARNING FOR PHYSICAL-LAYER AUTHENTICATION

KW St Germain - 2021 - apps.dtic.mil
In this dissertation, we propose the use of adversarial machine learning to characterize
wireless radio transmitters for the purpose of physical-layer authentication. Wireless …