Dataset Title: NGSO to GSO’s Users Interference
Dataset Description: Time series of received signal (time and frequency domain)
This dataset has been used in this work (please cite this reference in your work if you make use of this dataset):
- A. Saifaldawla, F. Ortiz, E. Lagunas, A. B. M. Adam and S. Chatzinotas, “GenAI-Based Models for NGSO Satellites Interference Detection,” in IEEE Transactions on Machine Learning in Communications and Networking, vol. 2, pp. 904-924, 2024, doi: 10.1109/TMLCN.2024.3418933.
Detailed description:
There are FOUR main datasets divided as follows,
1. Time domain Dataset (Signal Datasets):
Contain magnitude values of time domain received signals, organized as follows,
- Signal_TrainingData: 11,500 x 800 interference-free data (data points x Magnitude)
- Signal_ValidationData: 1302 x 800 interference-free data (data points x Magnitude )
- Signal_TestData: 4470 x 800 interference and interference-free data (data points x Magnitude)
- Signal_TestLabels: 1 x 4470 labels for the Signal_TestData.
2. Frequency domain Datasets (Spectrum Datasets)
Contain magnitude values of frequency domain (FFT) received signals, organized as follows,
- Spectrum_TrainingData: 11,500 x 800 interference-free (data points x Magnitude)
- Spectrum_ValidationData: 1302 x 800 interference-free (data points x Magnitude )
- Spectrum_TestData: 4470 x 800 interference and interference-free (data points x Magnitude)
- Spectrum_TestLabels: 1 x 4470 labels for the Spectrum_TestData.
3. Time domain Comparative Datasets (Overlap Datasets )
Contain magnitude values of time domain received signals. Here, four distinct Overlap (OVRLP%) sets are generated, each based on the varying percentage of overlap bandwidth (OVRLP100, OVRLP75, OVRLP50, and OVRLP25), each with subsets organized as follows,
- Full_Test_Data_Q: GSO ModCod: “QPSK”, contains of 4800 x 801 interference and interference-free data (data points x Magnitude + label).
- Full_Test_Data_8: GSO ModCod: “8PSK”, contains of 4800 x 801 interference and interference-free data (data points x Magnitude + label).
- Full_Test_Data_16: GSO ModCod: “16APSK”, contains of 4800 x 801 interference and interference-free data (data points x Magnitude + label).
4. Time domain Comparative Datasets (INR-OFFAXIS Datasets )
Contain magnitude values of time domain received signals with interference, organized as follows,
- Int_signals_Data_Q: GSO ModCod: “QPSK”, contains of 2400 x 802 interference data (data points x Magnitude + INR + offaxis angle).
- Int_signals_Data_8: GSO ModCod: “8PSK”, contains of 2400 x 802 interference data (data points x Magnitude + INR + offaxis angle).
- Int_signals_Data_16: GSO ModCod: “16APSK, contains of 2400 x 802 interference data (data points x Magnitude + INR + offaxis angle).
