T-FORS LSTID Forecasting with TFT

Last modified at Dec 22nd, 2024, 16:16 GMT

Description

This is a Large Scale Travelling Ionospheric Disturbances (LSTIDs) forecasting model for each Digisonde station, i.e., Sopron (SO148), Juliusruh (JR055), Dourbes (DB049), Ebro (EB040), trained over different time periods. The 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.

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Full Citation
Themelis, K., Belehaki, A., Koutroumbas, K., Segarra, A., de Paula, V., Navas-Portella, V., Altadill, D. (2024). Short-term forecast for the occurrence of Large Scale Travelling Ionospheric Disturbances at European middle latitudes using Neural Networks. https://doi.org/10.5281/zenodo.14537425

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Xmlns (from Location > Name Location > EX Geographic Description) http://www.isotc211.org/2005/gmd
Character String (from Location > Name Location > EX Geographic Description > Geographic Identifier > MD Identifier > Code) European Digisonde stations
Metadata Information
Editor National Observatory of Athens
Version 1
Created Sunday 22nd Dec. 2024, 16:10
Last Modified Sunday 22nd Dec. 2024, 16:16