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The Top 23 Pinn Open Source Projects

Open source projects categorized as Pinn
Categories > Pinn
Deepxde ⭐ 2,135
A library for scientific machine learning and physics-informed learning
dependent packages 3total releases 61most recent commit 3 months agopypi DeepXDE} Downloads
Neuralpde.jl ⭐ 864
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
most recent commit 3 months ago
Diffeqflux.jl ⭐ 810
Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
most recent commit 3 months ago
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 4 months ago
Pina ⭐ 195
Physics-Informed Neural networks for Advanced modeling
total releases 8most recent commit 3 months ago
Pinns ⭐ 186
PyTorch Implementation of Physics-informed Neural Networks
most 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 8 months ago
Neuralsolvers ⭐ 103
Neural network based solvers for partial differential equations and inverse problems 🌌. Implementation of physics-informed neural networks in pytorch.
most recent commit a year 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
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
Sophon.jl ⭐ 50
Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks
most recent commit 4 months ago
Pinnacle ⭐ 45
Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
most recent commit 7 months ago
Physics Informed Neural Network In Jax ⭐ 31
Example problems in Physics informed neural network in JAX
most recent commit 8 months ago
Mljc Unito Projectx 2020 Public ⭐ 29
Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)
most recent commit 3 years ago
Physics Informed Neural Networks ⭐ 26
Investigating PINNs
most recent commit 3 years ago
Gpt Pinn ⭐ 22
Generative Pre-Trained Physics-Informed Neural Networks Implementation
most recent commit 7 months ago
Nvidia Modulus Airfoil Optimisation ⭐ 20
Using NVIDIA modulus for airfoil optimizations at different angles.
most recent commit a year ago
Ms Hpc Ai Gpu ⭐ 19
resources pour le cours d'introduction à la programmation des GPUs du mastère spécialisé HPC-AI
most recent commit 4 months ago
Lpinns ⭐ 18
To address some of the failure modes in training of physics informed neural networks, a Lagrangian architecture is designed to conform to the direction of travel of information in convection-diffusion equations, i.e., method of characteristic; The repository includes a pytorch implementation of PINN and proposed LPINN with periodic boundary conditions
most recent commit a year ago
Sa Pinns ⭐ 17
Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
most recent commit 3 years ago
Pinn Laminar Flow ⭐ 17
Physics-informed neural network for solving fluid dynamics problems
most recent commit 3 years ago
Awesome Scientific Machine Learning ⭐ 15
A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software
most recent commit 4 months ago
Pinn_fwi ⭐ 11
PINN-FWI: performing physics-informed neural network for FWI
most recent commit 5 months ago
The 4 Latest Releases In Pinn Open Source Projects
Pina ⭐ 195
Physics-Informed Neural networks for Advanced modeling
total releases 8latest release November 17, 2023most recent commit 3 months ago
Deepxde ⭐ 2,135
A library for scientific machine learning and physics-informed learning
dependent packages 3total releases 61latest release November 02, 2023most recent commit 3 months agopypi DeepXDE} Downloads
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