Embedding physical symmetries into machine-learned reduced plasma physics models via data augmentation

Madox C. McGrae-Menge, Jacob R. Pierce, Frederico Fiuza +1

Machine learning is offering powerful new tools for the development and discovery of reduced models of nonlinear, multiscale plasma dynamics from the data of first-principles kinet…