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Cited article:

Transverse Velocity Field Measurement of Solar High-resolution Images Based on Unsupervised Deep Learning

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Research in Astronomy and Astrophysics 25 (3) 035020 (2025)
https://doi.org/10.1088/1674-4527/adbc38

Recovering coherent flow structures in active regions using machine learning

Matthew G Lennard, Suzana S A Silva, Benoit Tremblay, Andrés Asensio Ramos, Gary Verth, Istvan Ballai, Haruhisa Iijima, Hideyuki Hotta, Matthias Rempel, Sung-Hong Park and Viktor Fedun
Monthly Notices of the Royal Astronomical Society 539 (3) 2498 (2025)
https://doi.org/10.1093/mnras/staf576

Quantifying Poynting Flux in the Quiet Sun Photosphere

Dennis Tilipman, Maria Kazachenko, Benoit Tremblay, Ivan Milić, Valentin Martínez Pillet and Matthias Rempel
The Astrophysical Journal 956 (2) 83 (2023)
https://doi.org/10.3847/1538-4357/ace621

Multi-scale deep learning for estimating horizontal velocity fields on the solar surface

Ryohtaroh T. Ishikawa, Motoki Nakata, Yukio Katsukawa, Youhei Masada and Tino L. Riethmüller
Astronomy & Astrophysics 658 A142 (2022)
https://doi.org/10.1051/0004-6361/202141743

Intensification of magnetic field in merging magnetic flux tubes driven by supergranular vortical flows

Abraham C-L Chian, Erico L Rempel, Suzana S A Silva, Luis Bellot Rubio and Milan Gošić
Monthly Notices of the Royal Astronomical Society 518 (4) 4930 (2022)
https://doi.org/10.1093/mnras/stac3352