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A New Experimental Setup for Collecting nRF2.4 and LoRa Devices Signatures for ....

Talkat GNU Radio Conference 2021 · 2021-09-20..09-24· [security, machine-learning]
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An SDR-based testbed collects IQ samples from nRF24L01+ and Heltec WIFI LoRa 32 (V2) modules using a USRP B200 driven by GNU Radio Companion on an Ubuntu 18.04 laptop while two Raspberry Pi units run TX and RX nodes. Collections use a static preamble and fixed transmit power (LoRa 20 dBm, nRF 0 dBm) to isolate device-specific RF impairments, data is validated by an adjacent receiver aligned with the USRP B200, and datasets are being prepared for ML classification.

AI-written summary · about

  1. 0:00Device authentication research
  2. 1:24Device fingerprinting in IoT
  3. 2:27Physical layer features
  4. 3:53Software defined radio for data
  5. 4:36nRF24L01+ and LoRa devices
  6. 6:41Experimental setup configs
  7. 7:25Hardware and software setup
  8. 8:49Minimizing data discrepancies
  9. 9:10Future work and ML plans
  10. 9:54Conclusion
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