arXiv1d ago

Python library supporting Discrete Variational Formulations and training solutions with Collocation-based Robust Variational Physics Informed Neural Networks (DVF-CRVPINN)

Tomasz S{\l}u\.zalec, Marcin {\L}o\'s, Askold Vilkha, Maciej Paszy\'nski

Analysis

Viral velocity

low

Implementation gapYES

Novelty7/10

Categorytool

Topics

physics-informedpdetraining

Build a robust Python framework for DVF-based PINNs that simplifies the definition of discrete weak formulations for custom PDE solvers.

Suggested repo: dvf-pinn

"Solve complex PDEs using discrete neural formulations."

Estimated effort: 60h