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778

2.9k

lgpl-2.1

57

A library for scientific machine learning and physics-informed learning

jax pde pinn paddle pytorch deeponet operator tensorflow deep-learning neural-network multi-fidelity-data physics-informed-learning scientific-machine-learning

Created 2019-02-08

1,226 commits to master branch, last one 13 days ago

Learning-Scientific_Machine_Learning_Residual_Based_Attention_PINNs_DeepONets jdtoscano94

172

495

unknown

12

Physics Informed Machine Learning Tutorials (Pytorch and Jax)

jax pinns pytorch deeponet tutorial deep-learning inverse-pinns neural-network neural-networks inverse-problems machine-learning physicsinformedneuralnetworks

Created 2022-04-04

135 commits to main branch, last one 3 months ago

FluxNeuralOperators.jl SciML

41

268

mit

12

DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia

gnn pde julia deeponet operator deep-learning fourier-transform differential-equations fourier-neural-operator automatic-differentiation scientific-machine-learning partial-differential-equations

This repository has been archived (exclude archived)

Created 2021-05-19

440 commits to main branch, last one 4 months ago

TL-DeepONet katiana22

9

67

mit

4

Source code of 'Deep transfer operator learning for partial differential equations under conditional shift'.

deeponet regression hilbert-spaces operator-learning transfer-learning multi-task-learning physics-informed-learning partial-differential-equations

Created 2022-05-13

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

latent-deeponet katiana22

14

55

mit

2

Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."

deeponet regression latent-spaces fluid-dynamics neural-operators materials-science dimension-reduction partial-differential-equations

Created 2022-09-14

85 commits to main branch, last one 9 months ago

OperatorLearning.jl SciML

8

43

mit

5

No need to train, he's a smooth operator

julia deeponet neural-operator physics-informed-ml

Created 2021-06-28

184 commits to master branch, last one 2 months ago

deeponet-acoustic-wave-prop dtu-act

1

33

mit

2

Code for training and inferring acoustic wave propagation in 3D

deeponet operator-learning transfer-learning virtual-acoustics domain-decomposition

Created 2023-07-24

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