3 papers
cs.LG2026
Neural Operator based Multi-Field Reconstruction of Inner Solar Boundary State
Vignesh Kumar Pandian Sathia, Reza Mansouri, Dustin J. Kempton +2
The Solar wind is a continuous flow of charged particles emanating from the solar surface and governed by complex, interacting magnetohydrodynamic processes. Accurate specification…
cs.LG2025
Toward Data-Driven Surrogates of the Solar Wind with Spherical Fourier Neural Operator
Reza Mansouri, Dustin Kempton, Pete Riley +1
The solar wind, a continuous stream of charged particles from the Sun's corona, shapes the heliosphere and impacts space systems near Earth. Variations such as high-speed streams a…
cs.LG2025
Autoregressive Surrogate Modeling of the Solar Wind with Spherical Fourier Neural Operator
Reza Mansouri, Dustin Kempton, Pete Riley +1
The solar wind, a continuous outflow of charged particles from the Sun's corona, shapes the heliosphere and impacts space systems near Earth. Accurate prediction of features such a…