A Transfer Learning Method to Generate Synthetic Synoptic Magnetograms

A Transfer Learning Method to Generate Synthetic Synoptic Magnetograms

Abstract Current magnetohydrodynamics (MHD) models largely rely on synoptic magnetograms, such as the ones produced by the Global Oscillation Network Group (GONG). Magnetograms are currently available mostly from the front side of the Sun, which significantly reduces the accuracy of MHD modeling. Ex...

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Bibliographic Details
Main Authors: Xiaoyue Li, Valliappan Senthamizh Pavai, Daria Shukhobodskaia, Mark D. Butala, Luciano Rodriguez, Jasmina Magdalenic, Véronique Delouille
Format: Article
Language:English
Published: Wiley 2024-01-01
Series:Space Weather
Subjects:
synoptic magnetogram
solar wind model
EUV to magnetogram image translation
transfer learning
Online Access:https://doi.org/10.1029/2023SW003499
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https://doi.org/10.1029/2023SW003499

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