DPM: A deep learning PDE augmentation method (with application to large-eddy simulation)

Jonathan B. Freund, Jonathan F. MacArt, Justin Sirignano

Machine learning for scientific applications faces the challenge of limited data. We propose a framework that leverages a priori known physics to reduce overfitting when training o…