Physics-informed Fourier neural operators recover plasmoid formation in sparse SRRMHD vortex data where data-only models fail, and transformer operators approximate AMR jet evolution, marking first reported uses in these relativistic MHD settings.
Small-scale structure of two-dimensional magnetohydrodynamic turbulence
2 Pith papers cite this work, alongside 493 external citations. Polarity classification is still indexing.
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Direction-averaging shows polar and azimuthal dependence but is insensitive to spacecraft configuration, while LPDE depends strongly on separation and tetrahedral shape but is insensitive to sampling trajectory.
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Learning Neural Operator Surrogates for the Black Hole Accretion Code
Physics-informed Fourier neural operators recover plasmoid formation in sparse SRRMHD vortex data where data-only models fail, and transformer operators approximate AMR jet evolution, marking first reported uses in these relativistic MHD settings.
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Inertial-Range Energy Transfer Free from Isotropic Assumption in Turbulent Space Plasma1
Direction-averaging shows polar and azimuthal dependence but is insensitive to spacecraft configuration, while LPDE depends strongly on separation and tetrahedral shape but is insensitive to sampling trajectory.