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A New Experimental Setup for Collecting nRF2.4 and LoRa Devices Signatures for Machine Learning-based Device Authentication

Offered By: Confreaks via YouTube

Tags

Software-Defined Radio Courses Machine Learning Courses Raspberry Pi Courses LoRA (Low-Rank Adaptation) Courses GNU Radio Courses

Course Description

Overview

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Explore a conference talk from GNU Radio Conference 2021 that presents a novel experimental setup for collecting device signatures from nRF2.4 and LoRa devices for machine learning-based authentication. Discover how software-defined radio is utilized to gather device fingerprinting data, specifically for nRF24L01+ and Heltec WIFI LoRa 32 (V2) modules. Learn about the testing environment, which incorporates three computing devices (one laptop and two Raspberry Pi computers) and a USRP B200 SDR to validate and record traffic between RF devices. Understand the role of GNU Radio Companion software in driving the SDR, and how the Raspberry Pi computers control the RF modules as transmitters and receivers. Gain insights into this project's potential applications in device authentication and security.

Syllabus

GRCon21 - A New Experimental Setup for Collecting nRF2.4 and LoRa Devices Signatures for ....


Taught by

Confreaks

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