Published September 17, 2024 | Version v1
Dataset Open

DVB-T Spectrum Sensing for Federated Learning

  • 1. ROR icon Poznań University of Technology

Description

These files contain measurement results achieved in the following scenario:
Rohde&Schwarz SMBV100A signal generator transmits OFDM signal (center frequency 2000.0 MHz) with different amplifier gain.
A single PC with GNU Radio and connected USRP receives a signal with a central frequency of 2000 MHz (filtered 8 MHz bandwidth). 

Received is set in six different positions (location of sensors presented on the figure  "position.png") - creating 6 files - and collects data to detect the presence of a transmitted signal. Data that can be found in the files is stored in CSV format to be easily analyzed in ML models. 

Data collected during this experiment contains:
- column with average received power in the analyzed channel (in mW)
- column with autocorrelation value
- column with decision metric (calculated as maximum eigenvalue divided by minimum eigenvalue - look below)
- 8 columns with eigenvalues of the Pearson correlation matrix (8 subsequent vectors of 32768 samples)
- column with information about signal transmission (label; 0 - noise, 1 - signal transmitted)

Files

position.png

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