Generalizable Physics-constrained Modeling using Learning and Inference assisted by Feature Space Engineering

Vishal Srivastava, Karthik Duraisamy

This work presents a formalism to improve the predictive accuracy of physical models by learning generalizable augmentations from sparse data. Building on recent advances in data-d…