GitHub topics: pinns
eivacom/pinc-xyz-yaw
Student project from David Hjortshøj Felsager
Language: Jupyter Notebook - Size: 1.7 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 1 - Forks: 0
mia-jinns/jinns
Physics Informed Neural Networks (PINNs) + SPINNs + HyperPINNs with JAX 📓 Check out our various notebooks to get started ⚠️ Mirror repository of jinns (development happens on Gitlab)
Language: Jupyter Notebook - Size: 109 MB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 28 - Forks: 7
rezaakb/pinns-torch
PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.
Language: Python - Size: 51.9 MB - Last synced at: 7 days ago - Pushed at: 11 months ago - Stars: 480 - Forks: 74
comp-physics/CPINN 📦
Competitive Physics Informed Networks
Language: Python - Size: 3.26 MB - Last synced at: 2 days ago - Pushed at: 7 months ago - Stars: 28 - Forks: 3
DesignSafe-CI/training-pinn
Physics Informed Machine Learning
Language: Jupyter Notebook - Size: 11.2 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 6 - Forks: 2
tum-pbs/ConFIG
[ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method
Language: Python - Size: 4 MB - Last synced at: 11 days ago - Pushed at: about 2 months ago - Stars: 51 - Forks: 2
josegarciav/PINNs-RL-PDE
Reinforcement Learning for Adaptive Collocation in Physics-Informed Neural Networks (PINNs).
Language: Jupyter Notebook - Size: 2.67 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 1 - Forks: 0
sandialabs/pancax
A set of tools for developing new methods and techniques in physics informed neural networks written in jax.
Language: Python - Size: 6.59 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 5 - Forks: 3
benmoseley/FBPINNs
Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)
Language: Python - Size: 17.2 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 369 - Forks: 74
vismaychuriwala/Physics_Informed_Neural_Networks-LLG
This repository contains the implementation of Physics-Informed Neural Networks (PINNs) to simulate the LLG equation using MLFFNNs and LSTMs
Language: Jupyter Notebook - Size: 1.15 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0
YichengDWu/Sophon.jl
Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks
Language: Julia - Size: 169 MB - Last synced at: 13 days ago - Pushed at: 25 days ago - Stars: 55 - Forks: 5
smarras79/pinn
Educational code for PINNs development
Language: Python - Size: 2.72 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 1 - Forks: 0
Mathepia/awesome-sciml
Awesome-spatial-temporal-scientific-machine-learning-data-mining-packages. Julia and Python resources on spatial and temporal data mining. Mathematical epidemiology as an application. Most about package information. Data Sources Links and Epidemic Repos are also included.
Language: JavaScript - Size: 1.56 MB - Last synced at: 10 days ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 1
elNuNus/Projet_SOIA_61_PINN
This is a 3rd year engineering school project that uses Physics Informed Neural Networks (PINN) to solve PDEs.
Language: Jupyter Notebook - Size: 14 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0
alessioborgi/BioHeat_PINNs
Improving hyperthermia treatment by controlling temperature distribution in both 1D and 2D domains and thermal energy applied to cutaneous and subcutaneous tissues, through Bio-Heat equation with Physics-Informed Neural Networks (PINNs).
Language: Mathematica - Size: 102 MB - Last synced at: 24 days ago - Pushed at: 7 months ago - Stars: 3 - Forks: 0
jdtoscano94/Learning-Scientific_Machine_Learning_Residual_Based_Attention_PINNs_PIKANs_DeepONets
Physics Informed Machine Learning Tutorials (Pytorch and Jax)
Language: Jupyter Notebook - Size: 8.02 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 505 - Forks: 176
zenoxml/SciREX
SciREX is an open-source scientific AI and machine learning framework designed for researchers and engineers by Zenteiq and AiREX lab at IISc Bangalore in partnership with ARTPARK at IISc.
Language: Python - Size: 6.39 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 7 - Forks: 15
JohnCSu/torch_DE
A pytorch framework for solving PDEs via Physics Informed Neural Networks (PINNs)!
Language: Python - Size: 22.9 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 1
nicoguaro/pinns_mapi-3
Repositorio con el material para el taller sobre PINNs en MAPI-3 2024
Language: Jupyter Notebook - Size: 2.12 MB - Last synced at: 9 days ago - Pushed at: 5 months ago - Stars: 4 - Forks: 3
Gokay1904/PINN-TurbulentFlow-PirateNET
Predicting the pressure and velocity fields of a fluid using the RANS approach with Physics-Informed Neural Networks, specifically Physics Residual Adaptive Networks (PirateNET).
Language: Jupyter Notebook - Size: 813 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
cvjena/TensorDecompositions4PINNs
Code accompanying manuscript "Functional Tensor Decompositions for Physics-Informed Neural Networks"
Language: Jupyter Notebook - Size: 3.33 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 5 - Forks: 0
Coldhawk/Working-with-GANs-and-PINNs
Working with GANs and PINNs for Deep Learning for Science Course
Language: HTML - Size: 22.7 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
tensordiffeq/TensorDiffEq
Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing
Language: Python - Size: 1.28 MB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 114 - Forks: 42
LucasUnizar/PINN_pl_diff_2D
PINN solver with Py Lightning and WandB
Language: Python - Size: 102 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 4 - Forks: 0
ansh63766/CH5710_COURSE_PROJECT
This repository contains all the code and files developed for our course project "CH5710 - Applications of Machine Learning in Reaction Engineering" at IIT Madras, Department of Chemical Engineering.
Language: Python - Size: 2.46 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0
uq-group/uq-group.github.io
UQ Group (Director: Hadi Meidani)
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cgalaz01/supinn
This repository contains the source code for the paper: "PINNing Cerebral Blood Flow: Analysis of Perfusion MRI in Infants using Physics-Informed Neural Networks"
Language: Python - Size: 1.19 MB - Last synced at: about 2 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0
HamzaGbada/pendulum-neural-network
This project aims to model the motion of a damped pendulum using neural networks
Language: Python - Size: 151 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0
abdelwahab01630/ET_Model_PINNs
Python PINNs package to solve Electron Transfer Models. Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations
Language: Jupyter Notebook - Size: 7.73 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0
rezaakb/pinns-jax
PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.
Language: Python - Size: 124 KB - Last synced at: 9 months ago - Pushed at: 11 months ago - Stars: 14 - Forks: 1
rezaakb/pinns-tf2
PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.
Language: Python - Size: 773 KB - Last synced at: 9 months ago - Pushed at: 11 months ago - Stars: 65 - Forks: 20
oscar-rincon/ReScience-PINNs
Replication with PyTorch of ''Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations'' by M. Raissi, P. Perdikaris, and G.E. Karniadakis from 2019.
Language: Python - Size: 779 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 6 - Forks: 0
JMcardenas/CS4ML
This is a repository for CS4ML. It is a general framework for active learning in regression problems. It approximates a target function arising from general types of data, rather than pointwise samples.
Language: MATLAB - Size: 4.61 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0
maciejczarnacki/PINNs-projectile-motion
Simple example of PINNs usage
Language: Jupyter Notebook - Size: 10.5 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0
oscar-rincon/PINNs-course
Material to learn about PINNs, a machine learning technique that combines neural networks with physical insights. PINNs are particularly useful for solving physics and engineering problems with limited or expensive data.
Language: Jupyter Notebook - Size: 2.62 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0
bensalem14/PINNs-for-Heat-Burgers-Equations
Pinns/FDM for 1D/2D heat and burgers equations
Language: Jupyter Notebook - Size: 1.01 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0
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: 18 days ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0
neo-fetch/nvidia-modulus-airfoil-optimisation
Using NVIDIA modulus for airfoil optimizations at different angles.
Language: Python - Size: 24.6 MB - Last synced at: 10 months ago - Pushed at: about 2 years ago - Stars: 23 - Forks: 5
adil-thami/PINNs
A repository to learn about Physics-informed Neural Networks!
Language: Jupyter Notebook - Size: 2.17 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0
dortiz5/ihealth-pinns-workshop
iHealth workshop about applications of physics-informed neural networks (PINNs)
Language: Jupyter Notebook - Size: 14.7 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0
pkestene/MS-HPC-AI-GPU
resources pour le cours d'introduction à la programmation des GPUs du mastère spécialisé HPC-AI
Language: C++ - Size: 69.4 MB - Last synced at: 15 days ago - Pushed at: over 1 year ago - Stars: 22 - Forks: 11
jayroxis/PINNs
PyTorch Implementation of Physics-informed Neural Networks
Language: Jupyter Notebook - Size: 1.21 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 409 - Forks: 121
nimahsn/pinns_tf2
Yet another PINN implementation
Language: Jupyter Notebook - Size: 5.63 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 15 - Forks: 2
Hamza-Kamil/PINN-MPINN-Water-Solute
Paper: Modeling water and nitrogen dynamics in unsaturated soils using physics and multi-physics informed neural networks.
Language: Python - Size: 105 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0
oscar-rincon/mech-wave-prop
Modeling of mechanical wave propagation using FEM and PINNs.
Language: Jupyter Notebook - Size: 18.6 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0
mrhashemi/CSUMS2022_PINNs
Simple examples of physics-informed neural networks
Language: Jupyter Notebook - Size: 2.62 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 1
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
mahindrautela/GAS-PINN
Global Adaptive Search for Physics-informed Neural Networks
Language: Python - Size: 17.6 KB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
rohandekate10/ME697_Advanced_SciML
Course HW Submissions for Advanced Topics in Scientific Machine Learning
Language: Jupyter Notebook - Size: 12.7 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
akankshvashisth/autograd_v2
C++ automatic differentiation library with no dependencies and arbitrary higher order derivatives, stand-alone, header only
Language: C++ - Size: 125 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0
lkampoli/ML4STS
Machine learning for state-to-state
Language: Fortran - Size: 1.64 GB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 0
alexpapados/Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics
Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube problems and plane stress linear elasticity boundary value problems
Language: Python - Size: 34.6 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 101 - Forks: 33
levimcclenny/SA-PINNs
Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
Language: Python - Size: 788 KB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 116 - Forks: 34
MachineLearningJournalClub/MLJC-UniTo-ProjectX-2020-public
Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)
Language: Jupyter Notebook - Size: 115 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 41 - Forks: 7
omniscientoctopus/Physics-Informed-Neural-Networks
Investigating PINNs
Language: Jupyter Notebook - Size: 25.8 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 315 - Forks: 93
mvanzulli/Heat_Transfer_PINN
A repository for solving heat equation in a rectangular fin with Physics Informed Neural Networks and Surrogate Models.
Language: Jupyter Notebook - Size: 29.5 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 2
pescap/horovodPINNs
Data-parallel PINNs with Horovod
Language: Jupyter Notebook - Size: 8.85 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0
mahindrautela/PINN4WaveProp_forward
The code is a part of paper: Paper: Simulation of guided waves for structural health monitoring using physics-informed neural networks
Language: Python - Size: 53.7 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
angelognazzo/Deep-Learning-Scientific-Computing
Repository for the Deep Learning in Scientific Computing course offered in Spring 2022 at ETH ZĂĽrich: Deep learning project with the aim of studying the preliminary design of a thermal energy storage.
Language: Jupyter Notebook - Size: 11.7 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0
hanfengzhai/BubbleNet
A physics-informed deep learning architecture for inferring bubble dynamics
Language: Python - Size: 121 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 6 - Forks: 5
kimy-de/HFM
Hidden Fluid Mechanics
Language: Python - Size: 5.02 MB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 2
kimy-de/pinns
Physics-informed neural networks (PINNs)
Language: Jupyter Notebook - Size: 881 KB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 1
halixness/deepSWE
Flood prediction on aerial-views with deep learning. Based on PARFLOOD from HyLab, University of Parma.
Language: Python - Size: 93.8 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0
Junxiao-Zhao/Curve_fitting_2D_Multi_variables
Fitting 2D curves or Multi-variable partial Differential Equations
Language: Python - Size: 2.35 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0
SouthEndMusic/PINN-project-special-topics-in-CSE
Code for the project on physics informed neural networks for the course special topics in computational science and engineering.
Language: Jupyter Notebook - Size: 64.8 MB - Last synced at: 7 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0
srigas/PINNs
Repository with notebooks about Physics Informed Neural Networks, written in JAX + Flax.
Language: Jupyter Notebook - Size: 20.2 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 1
caio-davi/PSO-PINN
Physics-Informed Neural Networks Trained with Particle Swarm Optimization
Language: Python - Size: 10.3 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 5
levimcclenny/TensorDiffEq Fork of tensordiffeq/TensorDiffEq
Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing
Language: Python - Size: 1.06 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0