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Try to predict satellite orbit parameters in the future using the past TLE data and ML and fitting techniques

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Satellite-Orbit-Prediction

Try to predict satellite orbit parameters in the future using the past TLE data and using ML, NN and fitting techniques. See the results and the code in the notebook and see the internship report

Here is what we achieved in this project:

  • Using SGP4 to predict future coordinates of the satellite
  • Plotting orbital parameters compared to time using the past TLE data
  • Plotting the satellite orbit in 3D using TLE data
  • Fitting curves to the data using linear fitting, function fitting and LSTMs
  • Synthesizing TLE from the orbital data
  • Calculating the difference of 2 TLEs

Results

Using the TLE data of the GOKTURK-2 Satellite, following results are gathered results

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Try to predict satellite orbit parameters in the future using the past TLE data and ML and fitting techniques

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