Wireless Eavesdropping on Wired Audio with Radio-frequency Retroreflector Attack

1Shandong University, 2Princeton University, 3The Hong Kong Polytechnic University
IEEE Transactions on Mobile Computing (TMC)

The waveform and spectrogram of the original, eavesdropped and reconstructed LJ001-0134.wav from the LJ Speech dataset, resampled at 8~KHz.

Abstract

Recent studies have demonstrated the feasibility of eavesdropping on audio via radio frequency signals or videos, which capture physical surface vibrations from surrounding objects. However, these methods are inadequate for intercepting internally transmitted audio through wired media. In this work, we introduce radio-frequency retroreflector attack (RFRA) and bridge this gap by proposing an RFRA-based eavesdropping system, RF-Parrot2, capable of wirelessly capturing audio signals transmitted through earphone wires.

Our system entails embedding a tiny field-effect transistor within the wire to establish a battery-free retroreflector, whose reflective efficiency is correlated with the amplitude of the audio signal. To preserve the complete details of analog audio signals, we designed a unique retroreflector using a depletion-mode MOSFET (D-MOSFET). This MOSFET can be triggered by any voltage level present in the audio signals, thus guaranteeing no loss of information during activation. However, the D-MOSFET introduces a nonlinear convolution operation on the original audio, resulting in a distorted audio eavesdropping. Thus, we devised an engineering solution which utilized a novel convolutional neural network in conjunction with an efficient Parallel WaveGAN vocoder to reconstruct the original audio. Our comprehensive experiments demonstrate a strong similarity between the reconstructed audio and the original, achieving an impressive 95% accuracy in speech command recognition.

Speech Recovery Result: Digit Commands

Digit Command

zero

Original

Eavesdropped

Reconstructed

one

two

three

four

five

six

seven

eight

nine

Speech Recovery Result: Action Commands

Action Command

down

Original

Eavesdropped

Reconstructed

go

left

no

off

on

right

stop

up

yes

Speech Recovery Result: Long-context Audio

Original

Eavesdropped

Reconstructed

BibTeX

@article{wang2024wireless,
  author={Wang, Genglin and Shi, Zheng and Yang, Yanni and An, Zhenlin and Zhang, Guoming and Hu, Pengfei and Cheng, Xiuzhen and Cao, Jiannong},
  journal={IEEE Transactions on Mobile Computing}, 
  title={Wireless Eavesdropping on Wired Audio with Radio-frequency Retroreflector Attack}, 
  year={2024},
  pages={1-17},
  keywords={Retroreflectors;Eavesdropping;Wires;MOSFET;RF signals;Headphones;Voltage;Semiconductor device modeling;Radio frequency;Nonlinear distortion;Audio eavesdropping;radio-frequency retroreflector attack (RFRA);EM side-channel attack},
  doi={10.1109/TMC.2024.3505268}}