16 citations · 16 across the 4 of their papers we have counts for
4 papers
Diffusion Modeling of the Three-Dimensional Magnetic Field in the Sun's Corona
Daniel E. da Silva, Michael Kirk, Nat Mathews +1
In this work, we introduce a novel generative denoising diffusion model for synthesizing the Sun's three-dimensional coronal magnetic field, a complex and dynamic region characteri…
The Plasma-prescribed Active Region Static Extrapolation (PARSE) Dataset: A Machine-Learning-Ready Collection of Magnetohydrostatic Coronal Active Regions
Nat H. Mathews, Barbara J. Thompson
As Physics-Informed Neural Networks and other methods for full-vector-field construction or analysis become more prominent, a need has developed for a large set of simulated active…
Solving 3D Magnetohydrostatics with RBF-FD: Applications to the Solar Corona
Nathaniel H. Mathews, Natasha Flyer, Sarah E. Gibson
We present a novel magnetohydrostatic numerical model that solves directly for the force-balanced magnetic field in the solar corona. This model is constructed with Radial Basis Fu…
Data-Optimized Coronal Field Model: I. Proof of Concept
K. Dalmasse, A. Savcheva, S. E. Gibson +5
Deriving the strength and direction of the three-dimensional (3D) magnetic field in the solar atmosphere is fundamental for understanding its dynamics. Volume information on the ma…