T-FORS LSTID Forecasting with TFT

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.

Documentation

Short-term forecast for the occurrence of Large Scale Travelling Ionospheric Disturbances at European middle latitudes using Neural Networks.
— 2024

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

Published 12/22/2024

Platforms (4)

Further Resources and Information

Resources

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More Properties

Property	Value
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