Cover Image

MVPinn: Integrating Milne-Eddington Inversion with Physics-Informed Neural Networks for GST/NIRIS Observations

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Qin, Shen, Bo, Jiang, Haodi, Yurchyshyn, Vasyl B., Baildon, Taylor, Yi, Kangwoo, Cao, Wenda, Wang, Haimin
Format:	Preprint
Published:	2025
Subjects:	Solar and Stellar Astrophysics Instrumentation and Methods for Astrophysics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Solar Chromospheric Network as a Source for Solar Wind Switchbacks
by: Lee, Jeongwoo, et al.
Published: (2025)

PINN ME: A Physics-Informed Neural Network Framework for Accurate Milne-Eddington Inversions of Solar Magnetic Fields
by: Jarolim, Robert, et al.
Published: (2025)

Bidirectional Plasma Jets Driven by Magnetic Reconnection: Observations by GST and SDO
by: Liu, Yangyu, et al.
Published: (2026)

Direct Imaging of a Prolonged Plasma/Current Sheet and Quasiperiodic Magnetic Reconnection on the Sun
by: Kumar, Pankaj, et al.
Published: (2024)

Predicting Associations between Solar Flares and Coronal Mass Ejections Using SDO/HMI Magnetograms and a Hybrid Neural Network
by: Li, Jialiang, et al.
Published: (2026)

Large Magnetic Flux Rope Formation in an X2.1 Flare observed on September 6, 2011
by: Roddanavar, Arpita, et al.
Published: (2025)

Comparing LSTM-Based Sequence-to-Sequence Forecasting Strategies for 24-Hour Solar Proton Flux Profiles Using GOES Data
by: Yi, Kangwoo, et al.
Published: (2025)

Unveiling the Dynamics and Genesis of Small-scale Fine Structure Loops in the Lower Solar Atmosphere
by: Bura, Annu, et al.
Published: (2025)

Formation of chromospheric fan-shaped jets through magnetic reconnection
by: Bura, Annu, et al.
Published: (2025)

Out-of-Sample Validation of MagNet
by: Yesmanchyk, Aryiadna, et al.
Published: (2026)

Daily Predictions of F10.7 and F30 Solar Indices with Deep Learning
by: Wang, Zhenduo, et al.
Published: (2026)

Prediction of Halo Coronal Mass Ejections Using SDO/HMI Vector Magnetic Data Products and a Transformer Model
by: Zhang, Hongyang, et al.
Published: (2025)

Transition Region Brightenings in a Moss Region and their Relation with Lower Atmospheric Dynamics
by: Ram, Bhinva, et al.
Published: (2024)

Reconstruction of Solar EUV Irradiance Using CaII K Images and SOHO/SEM Data with Bayesian Deep Learning and Uncertainty Quantification
by: Jiang, Haodi, et al.
Published: (2025)

Improving the Temporal Resolution of SOHO/MDI Magnetograms of Solar Active Regions Using a Deep Generative Model
by: Li, Jialiang, et al.
Published: (2025)

Super-Resolution of SOHO/MDI Magnetograms of Solar Active Regions Using SDO/HMI Data and an Attention-Aided Convolutional Neural Network
by: Xu, Chunhui, et al.
Published: (2024)

Acceleration of Solar Eruptions via Enhanced Torus Instability Driven by Small-Scale Flux Emergence
by: Inoue, Satoshi, et al.
Published: (2025)

High-Resolution Observation and Magnetic Modeling of a Solar Minifilament: the Formation, Eruption and Failing Mechanisms
by: Teng, Weilin, et al.
Published: (2024)

High Resolution Imaging Spectroscopy of a Tiny Sigmoidal Mini-filament Eruption
by: Wang, Jiasheng, et al.
Published: (2024)

Deep Computer Vision for Solar Physics Big Data: Opportunities and Challenges
by: Shen, Bo, et al.
Published: (2024)

Prediction of Geoeffective CMEs Using SOHO Images and Deep Learning
by: Alobaid, Khalid A., et al.
Published: (2025)

High-resolution Observation of Mini-Filament Eruptions Near Coronal Hole Boundary and Their Response in Solar Corona
by: Huang, Nengyi, et al.
Published: (2025)

Near-Eddington mass loss of hydrogen-rich Wolf-Rayet stars
by: Lefever, Roel R., et al.
Published: (2025)

The drastic impact of Eddington-limit induced mass ejections on massive star populations
by: Pauli, D., et al.
Published: (2026)

Mass loss and the Eddington parameter
by: Bestenlehner, Joachim M.
Published: (2022)

Stereoscopic Observations of Solar X-ray Sources Explained by a Data-Constrained Magnetohydrodynamic Simulation
by: Matsumoto, Keitarou, et al.
Published: (2026)

Coronal Abundance Fractionation Linked to Chromospheric Transverse MHD Waves in a Solar Active Region Observed with FISS/GST and EIS/Hinode
by: Lee, Kyoung-Sun, et al.
Published: (2025)

Solar Spicules, Filigrees and Solar Wind Switchbacks
by: Lee, Jeongwoo, et al.
Published: (2025)

SXP 31.0 -- the 2025 near-Eddington double X-ray outburst after 26 years of quiescence
by: Coe, Malcolm J., et al.
Published: (2026)

Driving mechanisms of solar active region geysers: The role of interacting magnetic flux
by: Monga, Aabha, et al.
Published: (2025)

Observations of the Formation and Disappearance of a Funnel Prominence
by: Yang, Bo, et al.
Published: (2024)

The 2022 super-Eddington outburst of the source SMC X-2
by: Coe, Malcolm J., et al.
Published: (2024)

Episodic energy release during the main- and post-impulsive phase of a solar flare
by: Wei, Yuqian, et al.
Published: (2024)

A Data-constrained Magnetohydrodynamic Simulation of Successive X-class Flares in Solar Active Region 13842 I. Dynamics of the Solar Eruption Associated with the X7.1 Solar Flare
by: Matsumoto, Keitarou, et al.
Published: (2025)

Transport of the magnetic flux away from a decaying sunspot via convective motions
by: Zheng, Chenxi, et al.
Published: (2024)

Stereoscopic Observation of Recurrent Streamer Waves Driven by Successive Slow Coronal Mass Ejections
by: Shen, Yuandeng, et al.
Published: (2026)

Fine Structures of Tiny Quiet Sun Jets Observed by Solar Orbiter and Big Bear Solar Observatory
by: Lee, Jeongwoo, et al.
Published: (2025)

Formation of Lower Mass-gap Black Hole--Neutron Star Binary Mergers through Super-Eddington Stable Mass Transfer
by: Zhu, Jin-Ping, et al.
Published: (2023)

Global-local Fourier Neural Operator for Accelerating Coronal Magnetic Field Model
by: Du, Yutao, et al.
Published: (2024)

Few Made It Out: A Multi-Messenger Study of an In Situ Solar Energetic Electron Event Driven by a Solar Jet
by: Wang, Meiqi, et al.
Published: (2026)