GitHub topics: physics-informed-ml
pnnl/neuromancer
Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.
Language: Python - Size: 408 MB - Last synced at: 13 days ago - Pushed at: 14 days ago - Stars: 1,088 - Forks: 145
SciML/OperatorLearning.jl
No need to train, he's a smooth operator
Language: Julia - Size: 434 KB - Last synced at: 2 days ago - Pushed at: 5 months ago - Stars: 44 - Forks: 8
314arhaam/heat-pinn
A Physics-Informed Neural Network to solve 2D steady-state heat equations.
Language: Jupyter Notebook - Size: 2.2 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 106 - Forks: 14
SciML/SciMLTutorialsOutput
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
Language: HTML - Size: 72.6 MB - Last synced at: 1 day ago - Pushed at: about 1 year ago - Stars: 20 - Forks: 4
praksharma/DeepINN
A Physics-informed neural network (PINN) library.
Language: Jupyter Notebook - Size: 20.3 MB - Last synced at: 7 days ago - Pushed at: about 1 month ago - Stars: 7 - Forks: 1
i207M/PINNacle
Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
Language: Python - Size: 271 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 201 - Forks: 36
ekinugurel/physics-regularized-MTGP
Includes codes for the forthcoming paper, "Learning to generate synthetic human mobility data: A physics-regularized Gaussian process approach based on multiple kernel learning"
Language: Jupyter Notebook - Size: 125 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0
smrfeld/physics-based-ml-reaction-networks
Code for paper "Physics-based machine learning for modeling IP3 induced calcium oscillations" - DOI: 10.5281/zenodo.4839127
Language: Mathematica - Size: 15.9 MB - Last synced at: 2 days ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 1
JBris/physics_informed_neural_networks_tutorial
Going through the tutorial on Physics-informed Neural Networks: https://github.com/madagra/basic-pinn
Language: Jupyter Notebook - Size: 142 KB - Last synced at: 20 days ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0
aai-institute/continuiti
Learning function operators with neural networks.
Language: Python - Size: 16.1 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 9 - Forks: 1
smrfeld/phys_dbd
Physics-based machine learning with dynamic Boltzmann distributions
Language: Jupyter Notebook - Size: 19.3 MB - Last synced at: 2 days ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0
benmoseley/harmonic-oscillator-pinn
Code accompanying my blog post: So, what is a physics-informed neural network?
Language: Jupyter Notebook - Size: 2.59 MB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 483 - Forks: 136
mpierzyna/piml
Π-ML: Learn data-driven similarity theories of physical problems
Language: Python - Size: 87.9 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1
erdc/aa_autoencoder_mca
Supporting code for "reduced order modeling using advection-aware autoencoders"
Language: Python - Size: 5.6 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 1
shawnrosofsky/PINO_Applications
Applications of PINOs
Language: Jupyter Notebook - Size: 805 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 38 - Forks: 12
srkvatsa/PINNs
Physics Informed Neural Networks - research in problem solving, architecture improvements, new applications
Language: Jupyter Notebook - Size: 16 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 2
abhishek1297/Mines-HPC-AI-Projects
All the projects and assignments from HPC-AI specialisation 2022-23
Language: Jupyter Notebook - Size: 21.7 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0
sm823zw/PINN-for-Poisson-Equation
This repo contains the code for solving Poisson Equation using Physics Informed Neural Networks
Language: Jupyter Notebook - Size: 3.51 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0
