Deep Learning‐Based Regional Ionospheric Total Electron Content Prediction—Long Short‐Term Memory (LSTM) and Convolutional LSTM Approach
SH Jeong, WK Lee, H Kil, S Jang, JH Kim… - Space …, 2024 - Wiley Online Library
This study evaluates the performance of deep learning approach in the prediction of the
ionospheric total electron content (TEC) during magnetically quiet periods. Two deep …
ionospheric total electron content (TEC) during magnetically quiet periods. Two deep …
A novel ionospheric inversion model: PINN‐SAMI3 (physics informed neural network based on SAMI3)
Purely data‐driven ionospheric modeling fails to adequately obey fundamental physical
laws. To overcome this shortcoming, we propose a novel ionospheric inversion model …
laws. To overcome this shortcoming, we propose a novel ionospheric inversion model …
Validating ionospheric models against technologically relevant metrics
AT Chartier, J Steele, G Sugar, DR Themens… - Space …, 2023 - Wiley Online Library
New, open access tools have been developed to validate ionospheric models in terms of
technologically relevant metrics. These are ionospheric errors on GPS 3D position, HF ham …
technologically relevant metrics. These are ionospheric errors on GPS 3D position, HF ham …
Performance evaluation of ionospheric models over equatorial Indian region
An extensive year-long evaluation of Total Electron Content (TEC) obtained from NCAR
Thermosphere-Ionosphere Electrodynamics General Circulation Model (TIE-GCM) …
Thermosphere-Ionosphere Electrodynamics General Circulation Model (TIE-GCM) …
Development and Improvement of the International Reference Ionosphere with special emphasis on the topside and extension to the plasmasphere
D Bilitza, V Truhlik, O Yoshihara… - Annals of …, 2024 - annalsofgeophysics.eu
Abstract The International Reference Ionosphere is the international standard for Earth's
ionosphere and recognized as such by the International Standardization Organization (ISO) …
ionosphere and recognized as such by the International Standardization Organization (ISO) …
On the use of SuperDARN ground backscatter measurements for ionospheric propagation model validation
JJ Ruck, DR Themens, P Ponomarenko… - Space …, 2024 - Wiley Online Library
Prior to use in operational systems, it is essential to validate ionospheric models in a manner
relevant to their intended application to ensure satisfactory performance. For Over‐the …
relevant to their intended application to ensure satisfactory performance. For Over‐the …