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558

2.1k

mit

36

Learning in infinite dimension with neural operators.

fno pde uno pytorch tensorly tensorization tensor-methods neural-operator neural-operators fourier-neural-operator partial-differential-equations

Created 2020-10-13

624 commits to main branch, last one 6 days ago

89

765

other

17

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

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

66

392

mit

12

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

314 commits to master branch, last one 2 days ago

15

134

unknown

5

This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs

cno fno pde pytorch benchmark ml4physics ml4science pde-solver deep-learning navier-stokes neural-operator neural-operators scientific-computing navier-stokes-equations partial-differential-equations

Created 2023-05-25

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