Structure-preserving variational neural fields: Uncertainty-quantified reduced-order modeling of nonlinear conservation laws

Aviral Prakash, Marc L. Klasky

Reduced-order models, such as latent dynamics models, are becoming mainstream for accelerating simulations for parameterized physical systems governed by nonlinear conservation law…