Deep Learning Methods for Device Authentication Using RF Fingerprinting

Da Huang,Akram Al-Hourani,Kandeepan Sithamparanathan,Wayne S. T. Rowe, Luc Bulot,Andrew Thompson

2021 15th International Conference on Signal Processing and Communication Systems (ICSPCS)（2021）

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摘要

Radio Frequency (RF) fingerprinting is an emerging technology for advanced device authentication. In this work, we investigate the feasibility of utilizing three different types of fundamental waveform for the purpose of RF fingerprinting. The Short-time Fourier Transform (STFT) is adopted to exploit potential RF fingerprints, which results are then converted into spectrograms and are used to trai...

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关键词

Radio frequency,Deep learning,AWGN channels,Wireless communication,Authentication,Fingerprint recognition,Convolutional neural networks

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