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Spectropolarimetric Inversion in Four Dimensions with Deep Learning (SPIn4D). II. A Physics-informed Machine Learning Method for 3D Solar Photosphere Reconstruction
Kai E. 凯 Yang 杨, Xudong 旭东 Sun 孙, Lucas A. Tarr, Jiayi 嘉奕 Liu 刘, Peter Sadowski, S. Curt Dodds, Matthias Rempel, Sarah A. Jaeggli, Thomas A. Schad, Ian Cunnyngham, Yannik Glaser and Linnea Wolniewicz The Astrophysical Journal 995(2) 146 (2025) https://doi.org/10.3847/1538-4357/ae12ef
Simulating the Photospheric to Coronal Plasma Using Magnetohydrodynamic Characteristics. I. Data-driven Boundary Conditions
Lucas A. Tarr, N. Dylan Kee, Mark G. Linton, Peter W. Schuck and James E. Leake The Astrophysical Journal Supplement Series 270(2) 30 (2024) https://doi.org/10.3847/1538-4365/ad0e0c
Combining magneto-hydrostatic constraints with Stokes profile inversions
Spectropolarimetric Inversion in Four Dimensions with Deep Learning (SPIn4D). I. Overview, Magnetohydrodynamic Modeling, and Stokes Profile Synthesis
Kai E. 凯 Yang 杨, Lucas A. Tarr, Matthias Rempel, S. Curt Dodds, Sarah A. Jaeggli, Peter Sadowski, Thomas A. Schad, Ian Cunnyngham, Jiayi 嘉奕 Liu 刘, Yannik Glaser and Xudong 旭东 Sun 孙 The Astrophysical Journal 976(2) 204 (2024) https://doi.org/10.3847/1538-4357/ad865b