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The Top 23 Physics Informed Neural Networks Open Source Projects

Open source projects categorized as Physics Informed Neural Networks
Categories > Physics Informed Neural Networks
Neurodiffeq ⭐ 576
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
total releases 18most recent commit 5 months ago
Pdebench ⭐ 522
PDEBench: An Extensive Benchmark for Scientific Machine Learning
total releases 1most recent commit 7 months ago
Pina ⭐ 195
Physics-Informed Neural networks for Advanced modeling
total releases 8most recent commit 5 months ago
Pinn ⭐ 129
Simple PyTorch Implementation of Physics Informed Neural Network (PINN)
most recent commit 7 months ago
Idrlnet ⭐ 129
IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
total releases 5most recent commit a year ago
Fbpinns ⭐ 110
Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)
most recent commit 10 months ago
Jwave ⭐ 108
A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs
dependent packages 1total releases 5most recent commit 5 months agopypi jwave} Downloads
Simulai ⭐ 81
A toolkit with data-driven pipelines for physics-informed machine learning.
total releases 23most recent commit 5 months ago
Tensordiffeq ⭐ 60
Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing
total releases 16most recent commit 2 years ago
Ofmlhackathon ⭐ 56
OpenFOAM and Machine Learning Hackathon
most recent commit 7 months ago
Physics Informed Deep Learning Solid And Fluid Mechanics ⭐ 55
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
most recent commit a year ago
Heat Pinn ⭐ 53
A Physics-Informed Neural Network to solve 2D steady-state heat equation.
most recent commit 5 months ago
Hippynn ⭐ 51
python library for atomistic machine learning
most recent commit 5 months ago
Datadrivendynsyst ⭐ 40
Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems
most recent commit 10 months ago
Nes ⭐ 32
Neural Eikonal Solver: framework for modeling traveltimes via solving eikonal equation using neural networks
most recent commit 6 months ago
Deep_learning_for_dynamical_systems ⭐ 31
most recent commit a year ago
Physics Informed Neural Network In Jax ⭐ 31
Example problems in Physics informed neural network in JAX
most recent commit 10 months ago
Gravnn ⭐ 25
Repository for Gravity Field Modeling and Recovery using Machine Learning Methods
most recent commit 6 months ago
Pinn Acoustic Wave Prop ⭐ 22
Code for sound field predictions in domains with impedance boundaries. Used for generating results from the paper "Physics-informed neural networks for 1D sound field predictions with parameterized sources and impedance boundaries" by N. Borrel-Jensen, A. P. Engsig-Karup, and C. Jeong.
most recent commit 5 months ago
Gpt Pinn ⭐ 22
Generative Pre-Trained Physics-Informed Neural Networks Implementation
most recent commit 9 months ago
Se3hamdl ⭐ 21
Code for our RSS'21 paper: "Hamiltonian-based Neural ODE Networks on the SE(3) Manifold For Dynamics Learning and Control"
most recent commit a year ago
Plasma.jl ⭐ 21
An interface for accelerated simulation of high-dimensional collisionless and electrostatic plasmas.
most recent commit 2 years ago
Das ⭐ 20
DAS-PINNs: A deep adaptive sampling method for solving high-dimensional partial differential equations
most recent commit a year ago
The 8 Latest Releases In Physics Informed Neural Networks Open Source Projects
Pina ⭐ 195
Physics-Informed Neural networks for Advanced modeling
total releases 8latest release November 17, 2023most recent commit 5 months ago
Simulai ⭐ 81
A toolkit with data-driven pipelines for physics-informed machine learning.
total releases 23latest release November 14, 2023most recent commit 5 months ago
Jwave ⭐ 108
A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs
dependent packages 1total releases 5latest release September 27, 2023most recent commit 5 months agopypi jwave} Downloads
Pdebench ⭐ 522
PDEBench: An Extensive Benchmark for Scientific Machine Learning
total releases 1latest release August 25, 2023most recent commit 7 months ago
Pararealml ⭐ 19
A machine learning boosted parallel-in-time differential equation solver framework.
total releases 3latest release January 08, 2023most recent commit a year ago
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