A runaway electron avalanche surrogate for partially ionized plasmas
A physics-constrained deep learning surrogate that predicts the exponential ‘avalanche’ growth rate of runaway electrons (REs) for a plasma containing partially ionized impurities is developed. Specifically, a physics-informed neural network (PINN) that learns the adjoint of the relativistic Fokker–...
| Published in: | Nuclear Fusion |
|---|---|
| Main Authors: | Jonathan S. Arnaud, Xian-Zhu Tang, Christopher J. McDevitt |
| Format: | Article |
| Language: | English |
| Published: |
IOP Publishing
2025-01-01
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| Subjects: | |
| Online Access: | https://doi.org/10.1088/1741-4326/ae00db |
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