I Kontogiannis - Advances in Space Research, 2023 - Elsevier
Solar flares and coronal mass ejections (CMEs) cause immediate and adverse effects on the interplanetary space and geospace. In an era of space-based technical civilization, the …
We consider the flare prediction problem that distinguishes flare-imminent active regions that produce an M-or X-class flare in the succeeding 24 hr, from quiet active regions that do …
Y Abduallah, JTL Wang, H Wang, Y Xu - Scientific reports, 2023 - nature.com
Solar flares are explosions on the Sun. They happen when energy stored in magnetic fields around solar active regions (ARs) is suddenly released. Solar flares and accompanied …
SP Moschou, E Hicks, RY Parekh… - Machine Learning …, 2023 - iopscience.iop.org
Physics-informed neural networks (PINNs) are machine learning models that integrate data- based learning with partial differential equations (PDEs). In this work, for the first time we …
KD Leka, K Dissauer, G Barnes… - The Astrophysical …, 2023 - iopscience.iop.org
A large sample of active-region-targeted time-series images from the Solar Dynamics Observatory/Atmospheric Imaging Assembly (AIA), the AIA Active Region Patch database …
The European Solar Telescope (EST) is a project aimed at studying the magnetic connectivity of the solar atmosphere, from the deep photosphere to the upper …
Aims. In this study, we introduce a general paradigm for generating independent and well- balanced training, validation, and test sets for use in supervised machine and deep learning …
S Parenti, V Réville, AS Brun, RF Pinto… - The Astrophysical …, 2022 - iopscience.iop.org
The physical properties responsible for the formation and evolution of the corona and heliosphere are still not completely understood. 3D MHD global modeling is a powerful tool …
K Kaneda, Y Wada, T Iida… - Proceedings of the …, 2022 - openaccess.thecvf.com
The prediction of solar flares is essential for reducing the potential damage to social infrastructures that are vital to society. However, predicting solar flares accurately is a very …