pinns
There are 61 repositories under pinns topic.
benmoseley/harmonic-oscillator-pinn
Code accompanying my blog post: So, what is a physics-informed neural network?
jayroxis/PINNs
PyTorch Implementation of Physics-informed Neural Networks
omniscientoctopus/Physics-Informed-Neural-Networks
Investigating PINNs
benmoseley/FBPINNs
Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)
rezaakb/pinns-torch
PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.
levimcclenny/SA-PINNs
Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]
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
tensordiffeq/TensorDiffEq
Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing
rezaakb/pinns-tf2
PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.
YichengDWu/Sophon.jl
Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks
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)
neo-fetch/nvidia-modulus-airfoil-optimisation
Using NVIDIA modulus for airfoil optimizations at different angles.
pkestene/MS-HPC-AI-GPU
resources pour le cours d'introduction à la programmation des GPUs du mastère spécialisé HPC-AI
tum-pbs/ConFIG
Official implementation of Conflict-Free Inverse Gradients Method
rezaakb/pinns-jax
PINNs-JAX, Physics-informed Neural Networks (PINNs) implemented in JAX.
nimahsn/pinns_tf2
Yet another PINN implementation
caio-davi/PSO-PINN
Physics-Informed Neural Networks Trained with Particle Swarm Optimization
alexpapados/Finite-Volume-Physics-Informed-Neural-Network
Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow
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.
kimy-de/pinns
Physics-informed neural networks (PINNs)
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.
hanfengzhai/BubbleNet
A physics-informed deep learning architecture for inferring bubble dynamics
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)
mvanzulli/Heat_Transfer_PINN
A repository for solving heat equation in a rectangular fin with Physics Informed Neural Networks and Surrogate Models.
DesignSafe-Training/pinn
Physics Informed Machine Learning
Junxiao-Zhao/Physical-Informed_Neural_Network
Utilized PINNs to fit 1D curves and 2D Burgers' Equation
kimy-de/HFM
Hidden Fluid Mechanics
Ankitkumar803/Solving-PDEs-PINNs
Solving PDEs using PINNs
JBris/physics_informed_neural_networks_tutorial
Going through the tutorial on Physics-informed Neural Networks: https://github.com/madagra/basic-pinn
angelognazzo/Deep-Learning-Scientific-Computing
Repository for the Deep Learning in Scientific Computing course offered in Spring 2022 at ETH Zürich: Deep learning project with the aim of studying the preliminary design of a thermal energy storage.
halixness/deepSWE
Flood prediction on aerial-views with deep learning. Based on PARFLOOD from HyLab, University of Parma.
lkampoli/ML4STS
Machine learning for state-to-state
nicoguaro/pinns_mapi-3
Repositorio con el material para el taller sobre PINNs en MAPI-3 2024
mahindrautela/GAS-PINN
Global Adaptive Search for Physics-informed Neural Networks
mahindrautela/PINNs
Physics-informed neural networks for guided wave propagation
srigas/PINNs
Repository with notebooks about Physics Informed Neural Networks, written in JAX + Flax.