Rushil Anirudh, Jayaraman J. Thiagarajan, Peer-Timo Bremer, and Brian K. Spears, "Improved surrogates in inertial confinement fusion with manifold and cycle consistencies"
Proceedings of the National Academy of Sciences of the USA (PNAS), 117 (18), 9741-9746, 2020.
1) Link to the paper www, HERE
2) Link to the .pdf file, HERE
It seems some specific types of neural networks may work well in prediction tasks, in these so hard to simulate plasma physics scenarios.
News at the National Ignition Facility (NIF) website, HERE.