physics-constrained topic

Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs

cics-nd

Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

cics-nd

A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.

RolnickLab

PECANNs: Physics and Equality Constrained Artificial Neural Networks

HiPerSimLab