NNHMC: An Efficient Stokes Inversion Method Using a Neural Network (NN) Model Combined with the Hamiltonian Monte Carlo (HMC) Algorithm

The Milne–Eddington (M-E) atmosphere model is commonly adopted in the inversion of the magnetic fields in the solar photosphere. By applying the Levenberg–Marquardt algorithm or training a neural network (NN) model, the magnetic field vector can be quickly inferred from the Stokes profile but lacks...

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Κύριοι συγγραφείς:	Chong Xu, JinLiang Wang, Hao Li, ZiYao Hu, XianYong Bai, JiaBen Lin, Hui Liu, ZhenYu Jin, KaiFan Ji
Μορφή:	Artigo
Γλώσσα:	Inglês
Έκδοση:	IOP Publishing 2024-01-01
Σειρά:	The Astrophysical Journal
Θέματα:	Solar magnetic fields Computational methods Bayesian statistics Markov chain Monte Carlo
Διαθέσιμο Online:	https://doi.org/10.3847/1538-4357/ad8b2b
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