Search Results - RepositoryStats

80

662

other

16

PDEBench: An Extensive Benchmark for Scientific Machine Learning

ai jax sciml pytorch benchmark scientific simulation deep-learning fluid-dynamics neural-networks machine-learning neural-operators scientific-computing autoregressive-models navier-stokes-equations partial-differential-equations physics-informed-neural-networks

Created 2022-06-02

120 commits to main branch, last one about a month ago

neurodiffeq NeuroDiffGym

86

652

mit

27

A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

ode odes pinn pypi pytorch pde-solver time-series deep-learning neural-networks scientific-computing initial-value-problem boundary-value-problem differential-equations mathematical-modelling artificial-intelligence physics-informed-neural-networks

Created 2019-03-28

1,242 commits to master branch, last one about a month ago

harmonic-oscillator-pinn benmoseley

142

505

mit

16

Code accompanying my blog post: So, what is a physics-informed neural network?

pinns sciml neural-networks physics-informed-ml physics-informed-neural-networks

Created 2021-08-28

3 commits to main branch, last one 2 years ago

PINA mathLab

57

306

mit

11

Physics-Informed Neural networks for Advanced modeling

ode pde pinn python pytorch modeling lightining deep-learning hacktoberfest neural-networks machine-learning neural-operators physics-informed equation-learning differential-equations physics-informed-neural-networks

Created 2021-11-29

274 commits to master branch, last one 6 days ago

FBPINNs benmoseley

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250

mit

12

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

jax pinns neural-networks domain-decomposition differential-equations physics-informed-neural-networks

Created 2021-06-27

22 commits to main branch, last one 6 days ago

PINN nanditadoloi

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203

mit

4

Simple PyTorch Implementation of Physics Informed Neural Network (PINN)

pytorch machine-learning physics-informed-neural-networks

Created 2021-02-06

9 commits to main branch, last one 3 years ago

idrlnet idrl-lab

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188

apache-2.0

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IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.

python pde-solver inverse-problems machine-learning data-driven-model scientific-machine-learning physics-informed-neural-networks

Created 2021-07-05

63 commits to master branch, last one 12 months ago

simulai IBM

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150

apache-2.0

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A toolkit with data-driven pipelines for physics-informed machine learning.

simulation neural-networks machine-learning physics-informed-neural-networks

Created 2022-11-03

1,002 commits to main branch, last one 3 months ago

jwave ucl-bug

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126

lgpl-3.0

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A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs

gpu jax kwave acoustics simulation ultrasound wave-equation gpu-acceleration tpu-acceleration differentiable-simulations scientific-machine-learning physics-informed-neural-networks

Created 2021-04-06

424 commits to main branch, last one 6 months ago

Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics alexpapados

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126

unknown

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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

pinns shock-tube hydrodynamics linear-elasticity computational-physics physics-based-simulation computational-fluid-dynamics physics-informed-neural-networks

Created 2021-05-08

74 commits to main branch, last one about a year ago

TensorDiffEq tensordiffeq

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106

unknown

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

gpu pinns multi-gpu neural-pde tensorflow collocation tensorflow2 gpu-computing neural-networks gpu-acceleration multi-gpu-training distributed-systems differential-equations physics-informed-learning scientific-machine-learning physics-informed-neural-networks

Created 2020-10-03

309 commits to main branch, last one 2 years ago

pinns-torch rezaakb

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bsd-3-clause

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

pinns pytorch cuda-graph jit-compiler physics-informed-neural-networks

Created 2023-08-10

51 commits to main branch, last one about a month ago

End-to-End-AI-for-Science openhackathons-org

27

90

apache-2.0

4

This repository containts materials for End-to-End AI for Science

ai hpc pde pinn ai4hpc modulus omniverse fourcastnet deep-learning navier-stokes machine-learning weather-forecast artificial-intelligence physics-informed-neural-networks

Created 2023-03-23

13 commits to main branch, last one 4 months ago

PINN-for-NS-equation Shengfeng233

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unknown

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A pytorch implementaion of physics informed neural networks for two dimensional NS equation

pytorch fluid-mechanics physics-informed-neural-networks

Created 2021-11-21

64 commits to main branch, last one 2 months ago

heat-pinn 314arhaam

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86

mit

2

A Physics-Informed Neural Network to solve 2D steady-state heat equations.

physics python3 deep-learning heat-equation heat-transfer machine-learning finite-difference physics-informed-ml process-engineering chemical-engineering partial-differential-equations physics-informed-neural-networks

Created 2021-11-12

120 commits to main branch, last one a day ago

DataDrivenDynSyst jbramburger

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67

mit

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Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems

Created 2022-03-09

142 commits to main branch, last one 3 months ago

deep_learning_for_dynamical_systems clegaard

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65

unknown

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This repository has no description...

pytorch deep-learning dynamical-systems numerical-simulation scientific-machine-learning partial-differential-equations ordinary-differential-equations physics-informed-neural-networks

Created 2021-08-17

26 commits to main branch, last one about a year ago

Physics-informed-neural-network-in-JAX ASEM000

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63

mit

2

Example problems in Physics informed neural network in JAX

jax pinn colab laplace navier-stokes physics-based-neuralnetwork physics-informed-neural-networks

Created 2021-09-09

21 commits to main branch, last one 10 months ago

OFMLHackathon OFDataCommittee

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61

gpl-3.0

7

OpenFOAM and Machine Learning Hackathon

openfoam smartsim hackathon nvidia-modulus machine-learning deep-reinforcement-learning physics-informed-neural-networks

Created 2022-02-25

248 commits to main branch, last one 5 days ago

hippynn lanl

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59

other

9

python library for atomistic machine learning

library atomistic-models machine-learning graph-neural-networks interatomic-potentials atomistic-machine-learning physics-informed-neural-networks

Created 2021-11-17

138 commits to development branch, last one 2 days ago

pinns-tf2 rezaakb

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58

bsd-3-clause

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PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.

pinns physics tensorflow2 physics-informed-neural-networks

Created 2023-11-01

24 commits to main branch, last one about a month ago

AttnPINN-for-RUL-Estimation XinyuanLiao

7

58

apache-2.0

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A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks

self-attention physics-informed-neural-networks remaining-useful-life-prediction

Created 2023-01-07

152 commits to English branch, last one 5 months ago

GPT-PINN skoohy

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49

unknown

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Generative Pre-Trained Physics-Informed Neural Networks Implementation

Created 2023-03-25

163 commits to main branch, last one 12 hours ago

LPINNs rmojgani

5

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unknown

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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...

ml nn pinn burgers pytorch convection lagrangian deep-learning neural-network convection-diffusion method-of-characteristics physics-informed-neural-networks

Created 2022-05-04

22 commits to main branch, last one about a year ago

NES sgrubas

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mit

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Neural Eikonal Solver: framework for modeling traveltimes via solving eikonal equation using neural networks

caustics traveltime eikonal-solver eikonal-equation neural-eikonal-solver physics-informed-neural-networks

Created 2022-01-01

198 commits to main branch, last one 5 months ago

pinn-torch erfanhamdi

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mit

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Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose

pinn pytorch physics-informed-neural-networks

Created 2022-06-08

54 commits to main branch, last one about a year ago

DAS MJfadeaway

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32

mit

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DAS: A deep adaptive sampling method for solving high-dimensional partial differential equations

pde pinn deep-learning adaptive-sampling deep-generative-models scientific-machine-learning partial-differential-equations physics-informed-neural-networks

Created 2022-07-22

44 commits to main branch, last one 4 months ago

NVFi vLAR-group

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unknown

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NVFi in PyTorch (NeurIPS 2023)

3d neurips velocity physics-3d 3d-velocity 3d-rendering neurips-2023 3d-reconstruction 3d-physics-learning physics-informed-learning physics-informed-neural-networks

Created 2023-12-11

3 commits to main branch, last one 5 months ago