T-FORS LSTID Forecasting with TFT
Last modified at Dec 23rd, 2024, 09:34 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.
Acquisition Components
Computation Components
Data Levels
Quality Assessment
Data Quality Flags
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 |
---|---|
Name (from Capabilities > Process Capability (1/3)) | Auroral electrojet indices IL and IU |
Observed Property (from Capabilities > Process Capability (1/3)) | |
Name (from Capabilities > Process Capability (2/3)) | Gradient GNSS TEC Activity Index |
Observed Property (from Capabilities > Process Capability (2/3)) | |
Name (from Capabilities > Process Capability (3/3)) | Spectral Energy Contribution (Spcont) |
Observed Property (from Capabilities > Process Capability (3/3)) |
Editor | National Observatory of Athens |
Version | 1 |
Created | Sunday 22nd Dec. 2024, 17:35 |
Last Modified | Monday 23rd Dec. 2024, 09:34 |