Size is Not the Solution: Deformable Convolutions for Effective Physics Aware Deep Learning

Jack T. Beerman, Shobhan Roy, H. S. Udaykumar +1

Physics-aware deep learning (PADL) enables rapid prediction of complex physical systems, yet current convolutional neural network (CNN) architectures struggle with highly nonlinear…