Adjoint PINN surrogates are constructed to evolve runaway electron fluid moments and distributions for arbitrary initial conditions, achieving orders-of-magnitude speedup over conventional RE solvers with reported validation agreement.
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Hierarchical Framework of Runaway Electrons using Deep Learning
Adjoint PINN surrogates are constructed to evolve runaway electron fluid moments and distributions for arbitrary initial conditions, achieving orders-of-magnitude speedup over conventional RE solvers with reported validation agreement.