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Hierarchical Framework of Runaway Electrons using Deep Learning

physics.plasm-ph · 2026-06-10 · unverdicted · novelty 5.0

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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