physics-constrained

There are 1 repository under physics-constrained topic.

cics-nd / pde-surrogate
Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data
physics-constrained normalizing-flow energy-based-model reverse-kld generative-model porous-media-flow
Language:Python 119
cics-nd / ar-pde-cnn
Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs
bayesian-surrogate convolutional-neural-networks deep-learning partial-differential-equations physics-constrained physics-informed
Language:Python 81
RolnickLab / constrained-downscaling
A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.
climate downscaling emulation physics-constrained super-resolution
Language:Python 50
HiPerSimLab / PECANN
PECANNs: Physics and Equality Constrained Artificial Neural Networks
deep-learning neural-network physics-constrained scientific-machine-learning
Language:Jupyter Notebook 15
paulaharder / constrained-downscaling
A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.
climate deep-learning downscaling physics-constrained super-resolution
Language:Python 8

cics-nd / pde-surrogate