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9 search results found

Deepxde ⭐ 2,135

A library for scientific machine learning and physics-informed learning

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.

Physics-Informed Neural networks for Advanced modeling

Fbpinns ⭐ 110

Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)

Neuralsolvers ⭐ 103

Neural network based solvers for partial differential equations and inverse problems 🌌. Implementation of physics-informed neural networks in pytorch.

Tensordiffeq ⭐ 60

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

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

Pinnacle ⭐ 45

Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.

Gpt Pinn ⭐ 22

Generative Pre-Trained Physics-Informed Neural Networks Implementation

Nvidia Modulus Airfoil Optimisation ⭐ 20

Using NVIDIA modulus for airfoil optimizations at different angles.

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

Sa Pinns ⭐ 17

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

Pinn Laminar Flow ⭐ 17

Physics-informed neural network for solving fluid dynamics problems

Rpi3 Hackrf ⭐ 11

A remix of Arch Linux ARM for Raspberry Pi 3 B+ built for HackRF and RTL-SDR

Pinns Torch ⭐ 7

PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.

Physics-Informed Neural Networks Trained with Particle Swarm Optimization

Bubblenet ⭐ 6

A physics-informed deep learning architecture for inferring bubble dynamics

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