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Application of Deep Learning to the Classification of Stokes Profiles: From the Quiet Sun to Sunspots
Ryan J. Campbell, M. Mathioudakis, Carlos Quintero Noda, P. H. Keys and D. Orozco Suárez The Astrophysical Journal 988(1) 9 (2025) https://doi.org/10.3847/1538-4357/addb49
Diagnosing the solar atmosphere through the Mg I b2 5173 Å line
Multiline Spectropolarimetric Observation of Flare Ribbon Fine Structures with ViSP/DKIST
Rahul Yadav, Maria D. Kazachenko, Gianna Cauzzi, Cole A. Tamburri, Marcel Corchado and Ryan French The Astrophysical Journal 989(2) 183 (2025) https://doi.org/10.3847/1538-4357/adf4c1
The dependence of the magnetism of a near-limb sunspot on height
On the Response of the Transition Region and the Corona to Rapid Excursions in the Chromosphere
Ravi Chaurasiya, A. Raja Bayanna, R. E. Louis, T. M. D. Pereira and S. K. Mathew The Astrophysical Journal 970(2) 179 (2024) https://doi.org/10.3847/1538-4357/ad50d5
Developing an Automated Detection, Tracking, and Analysis Method for Solar Filaments Observed by CHASE via Machine Learning
DKIST Unveils the Serpentine Topology of Quiet Sun Magnetism in the Photosphere
Ryan J. Campbell, P. H. Keys, M. Mathioudakis, F. Wöger, T. Schad, A. Tritschler, A. G. de Wijn, H. N. Smitha, C. Beck, D. J. Christian, D. B. Jess and R. Erdélyi The Astrophysical Journal Letters 955(2) L36 (2023) https://doi.org/10.3847/2041-8213/acf85d
Advances in Neural Computation, Machine Learning, and Cognitive Research VI
Lukia Mistryukova, Irina Knyazeva, Andrey Plotnikov, et al. Studies in Computational Intelligence, Advances in Neural Computation, Machine Learning, and Cognitive Research VI 1064 12 (2023) https://doi.org/10.1007/978-3-031-19032-2_2
Shape-based clustering of synthetic Stokes profiles using k-means and k-Shape
A study of the capabilities for inferring atmospheric information from high-spatial-resolution simulations
C. Quintero Noda, E. Khomenko, M. Collados, B. Ruiz Cobo, R. Gafeira, N. Vitas, M. Rempel, R. J. Campbell, A. Pastor Yabar, H. Uitenbroek and D. Orozco Suárez Astronomy & Astrophysics 675 A93 (2023) https://doi.org/10.1051/0004-6361/202345890
Stokes Inversion Techniques with Neural Networks: Analysis of Uncertainty in Parameter Estimation
Lukia Mistryukova, Andrey Plotnikov, Aleksandr Khizhik, Irina Knyazeva, Mikhail Hushchyn and Denis Derkach Solar Physics 298(8) (2023) https://doi.org/10.1007/s11207-023-02189-4
Investigating the magnetic field of the quiet Sun internetwork
Mohamed Sedik, Abdelrazek M K Shaltout, Yuanyong Deng and Kiyoshi Ichimoto Publications of the Astronomical Society of Japan 75(6) 1262 (2023) https://doi.org/10.1093/pasj/psad067
COCOPLOT: COlor COllapsed PLOTting software Using colour to view 3D data as a 2D image
Malcolm K Druett, Alexander G M Pietrow, Gregal J M Vissers, Carolina Robustini and Flavio Calvo RAS Techniques and Instruments 1(1) 29 (2022) https://doi.org/10.1093/rasti/rzac003
Using multiple instance learning for explainable solar flare prediction
Abnormal Stokes profiles of the photospheric lines in the region of chromospheric dual flows in the surroundings of a solar pore. II. Photospheric models
Identifying Typical Mg ii Flare Spectra Using Machine Learning
Brandon Panos, Lucia Kleint, Cedric Huwyler, Säm Krucker, Martin Melchior, Denis Ullmann and Sviatoslav Voloshynovskiy The Astrophysical Journal 861(1) 62 (2018) https://doi.org/10.3847/1538-4357/aac779
Abnormal Stokes Profiles of the Photospheric Lines in the Region of Chromospheric Dual Flows in the Surroundings of a Solar Pore: 2. Photospheric Models
P. Petit, M. Aurière, R. Konstantinova-Antova, et al. Lecture Notes in Physics, The Environments of the Sun and the Stars 857 231 (2013) https://doi.org/10.1007/978-3-642-30648-8_9
Quiet Sun magnetic fields observed by Hinode: Support for a local dynamo