Projects in Awesome Lists tagged with physics-informed
A curated list of projects in awesome lists tagged with physics-informed .
https://github.com/mathLab/PINA
Physics-Informed Neural networks for Advanced modeling
deep-learning differential-equations equation-learning hacktoberfest lightining machine-learning modeling neural-networks neural-operators ode pde physics-informed physics-informed-neural-networks pinn python pytorch pytorch-lightning torch-geometric
Last synced: 03 Nov 2025
https://github.com/pierremtb/pinns-tf2.0
TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).
deep-neural-networks mechanical-engineering partial-differential-equations physics-informed tf2
Last synced: 21 Jul 2025
https://github.com/sciml/scimlbenchmarksoutput
SciML-Bench Benchmarks for Scientific Machine Learning (SciML), Physics-Informed Machine Learning (PIML), and Scientific AI Performance
benchmarks differential-equations gpu jax julia matlab neural-network performance physics-informed python pytorch r scientific-machine-learning sciml
Last synced: 04 Sep 2025
https://github.com/pierremtb/uqpinns-tf2.0
TensorFlow 2.0 implementation of Yibo Yang, Paris Perdikaris’s adversarial Uncertainty Quantification in Physics Informed Neural Networks (UQPINNs).
deep-neural-networks mechanical-engineering partial-differential-equations physics-informed tf2
Last synced: 12 Apr 2025
https://github.com/jbris/physics_informed_neural_networks_tutorial
Going through the tutorial on Physics-informed Neural Networks: https://github.com/madagra/basic-pinn
derivatives ode ode-model physics-informed physics-informed-learning physics-informed-ml physics-informed-neural-network physics-informed-neural-networks physics-model pinns
Last synced: 28 Oct 2025
https://github.com/smrfeld/physics-based-ml-reaction-networks
Code for paper "Physics-based machine learning for modeling IP3 induced calcium oscillations" - DOI: 10.5281/zenodo.4839127
chemistry machine-learning physics-based physics-based-ml physics-informed physics-informed-ml reaction-networks reactions
Last synced: 19 Mar 2026
https://github.com/codebypinar/interstellar-ml-3i-atlas
Physics-aware ML analysis of 3I/ATLAS (photometry + spectroscopy).
3i-atlas astronomy astrophysics interstellar-object lomb-scargle machine-learning photometry physics-informed plotly python reflectance-spectra reproducible-science research spectroscopy streamlit time-series
Last synced: 29 Apr 2026
