Published December 29, 2023 | Version v1
Model Open

LSTIDs Forecasting with the Temporal Fusion Transformer

  • 1. ROR icon National Observatory of Athens
  • 1. ROR icon National Observatory of Athens

Description

This code utilizes a Temporal Fusion Transformer (TFT) to predict LSTIDs. The model incorporates features such as the auroral electrojet indices IL and IU provided by the FMI IMAGE network and the Gradient GNSS TEC Activity Index provided by DLR. The labels are the Spectral Energy Contribution (Spcont) for detected LSTIDs over Digisonde stations (in this case data from the Juliusruh Digisonde are used) calculated with the HF Interferometry method.

Files

input_time_series_2022-01-01_2023-06-30.csv

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