SPI disruptions in ASDEX Upgrade follow a repeatable chain of phases whose durations and current traces shift continuously from convex to concave as neon assimilation increases, yielding pre-TQ times of 15–0.5 ms and early CQ times of 13.3–8.2 ms.
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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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Evolution of SPI-induced disruptions in ASDEX Upgrade
SPI disruptions in ASDEX Upgrade follow a repeatable chain of phases whose durations and current traces shift continuously from convex to concave as neon assimilation increases, yielding pre-TQ times of 15–0.5 ms and early CQ times of 13.3–8.2 ms.
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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.