GitHub topics: physics-constrained
RolnickLab/constrained-downscaling
A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.
Language: Python - Size: 109 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 81 - Forks: 9
paulaharder/constrained-downscaling
A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.
Language: Python - Size: 72.3 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 8 - Forks: 1
cics-nd/ar-pde-cnn 📦
Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs
Language: Python - Size: 18.6 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 81 - Forks: 30
HiPerSimLab/PECANN
PECANNs: Physics and Equality Constrained Artificial Neural Networks
Language: Jupyter Notebook - Size: 3.69 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 8 - Forks: 5
cics-nd/pde-surrogate
Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data
Language: Python - Size: 3.17 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 90 - Forks: 41