T-PRIME: Transformer-based Protocol Identification for Machine-learning at the Edge

arXiv:2401.04837v2 Announce Type: replace
Abstract: Spectrum sharing allows different protocols of the same standard (e.g., 802.11 family) or different standards (e.g., LTE and DVB) to coexist in overlapping frequency bands. As this paradigm continues to spread, wireless systems must also evolve to identify active transmitters and unauthorized waveforms in real time under intentional distortion of preambles, extremely low signal-to-noise ratios and challenging channel conditions. We overcome limitations of correlation-based preamble matching methods in such conditions through the design of T-PRIME: …

abstract arxiv cs.lg cs.ni cs.sy edge eess.sy family identification identify lte machine paradigm prime protocol spectrum standard standards systems the edge transformer type wireless