Articles | Volume 44, issue 1
https://doi.org/10.5194/angeo-44-85-2026
https://doi.org/10.5194/angeo-44-85-2026
Regular paper
 | 
03 Feb 2026
Regular paper |  | 03 Feb 2026

Plasma density estimation from ionograms and geophysical parameters with deep learning

Kian Sartipzadeh, Andreas Kvammen, Björn Gustavsson, Njål Gulbrandsen, Magnar G. Johnsen, Devin Huyghebaert, and Juha Vierinen

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Cited articles

Ankita, M. and Ram, S. T.: Iterative Gradient Correction (IGC) Method for True Height Analysis of Ionograms, Radio Science, 58, 1–13, https://doi.org/10.1029/2023RS007808, 2023. a
Ankita, M. and Ram, S. T.: A Software Tool for the True Height Analysis of Ionograms Using the Iterative Gradient Correction (IGC) Method, Radio Science, 59, 1–10, https://doi.org/10.1029/2024RS007955, 2024. a
Beynon, W. J. G. and Williams, P. J. S.: Incoherent Scatter of Radio Waves from the Ionosphere, Reports on Progress in Physics, 41, 909–955, https://doi.org/10.1088/0034-4885/41/6/003, 1978. a
Bhattacharyya, A.: On a Measure of Divergence between Two Statistical Populations Defined by Their Probability Distributions, Bulletin of the Calcutta Mathematical Society, 35, 99–109, https://cir.nii.ac.jp/crid/1572261550690788352?lang=en (last accessed: 24 June 2025), 1943. a
Bilitza, D., Pezzopane, M., Truhlik, V., Altadill, D., Reinisch, B. W., and Pignalberi, A.: The International Reference Ionosphere Model: A Review and Description of an Ionospheric Benchmark, Reviews of Geophysics, 60, e2022RG000792, https://doi.org/10.1029/2022RG000792, 2022. a
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Knowledge of the charged environment in the upper atmosphere is essential for understanding space weather effects on satellites and radio communication. This environment is difficult to estimate at high latitudes, where aurora cause strong variability. We developed an artificial intelligence model to estimate this environment continuously. Our results show that the model provides reliable estimates even during auroral activity, improving monitoring of the polar upper atmosphere.
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