The paper surveys AI surrogates including PINNs, neural operators, and hybrid generative models as ways to reach high-Re and high-S MHD regimes beyond direct numerical simulation.
Learning the solution op- erator of parametric partial differential equations with physics-informed deep- onets.Science Advances, 7(40):eabi8605
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Magnetohydrodynamics Simulations
The paper surveys AI surrogates including PINNs, neural operators, and hybrid generative models as ways to reach high-Re and high-S MHD regimes beyond direct numerical simulation.