Federated Radio Frequency Fingerprinting with Model Transfer and Adaptation. (arXiv:2302.11418v1 [cs.AI])

The Radio frequency (RF) fingerprinting technique makes highly secure device
authentication possible for future networks by exploiting hardware
imperfections introduced during manufacturing. Although this technique has
received considerable attention over the past few years, RF fingerprinting
still faces great challenges of channel-variation-induced data distribution
drifts between the training phase and the test phase. To address this
fundamental challenge and support model training and testing at the edge, we
propose a federated RF fingerprinting algorithm with a novel strategy called
model …

address attention authentication challenge challenges channel data device distribution edge exploiting fingerprinting future great hardware manufacturing model training networks radio support test testing the edge training