pkmtum/generative-physics-informed-pde

Stars
9
Rank 1,939,727 (Top 39 %)
Language
Python
License
MIT License
Created about 4 years ago
Updated about 4 years ago

pkmtum/generative-physics-informed-pde

pkmtum

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Generative model employing semi-supervised learning and physical constraints for learning a PDE surrogate.

Probabilistic_Koopman_Learning

Residual Enhanced Probabilistic Koopman-based Representation Learning

IncorporatingPhysicalConstraints

Incorporating physical constraints in a deep probabilistic machine learning framework for coarse-graining dynamical systems

Jupyter Notebook

Physics-enhanced_NN_SmallData

Physics-enhanced Neural Networks in the Small Data Regime

Physics-aware_MOR

Physics-aware, probabilistic model order reduction with guaranteed stability

Jupyter Notebook

predictive-cvs

Predictive collective variable discovery with deep Bayesian models for atomistic systems.