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.
Platforms
Documentation
Published on Dec. 22, 2024
More details
- Link to Documentation
- https://doi.org/10.5281/zenodo.14537425
- 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
Further Information and Resources
Resources
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 |
Editor | National Observatory of Athens |
Version | 1 |
Created | Sunday 22nd Dec. 2024, 16:10 |
Last Modified | Sunday 22nd Dec. 2024, 16:16 |