neural-operators

There are 1 repository under neural-operators topic.

neuraloperator / neuraloperator
Learning in infinite dimension with neural operators.
neural-operator pde neural-operators partial-differential-equations pytorch tensor-methods fourier-neural-operator fno tensorization tensorly uno
Language:Python 1961
pdebench / PDEBench
PDEBench: An Extensive Benchmark for Scientific Machine Learning
ai autoregressive-models benchmark deep-learning fluid-dynamics jax machine-learning navier-stokes-equations neural-networks neural-operators partial-differential-equations physics-informed-neural-networks pytorch scientific scientific-computing sciml simulation
Language:Python 707
mathLab / PINA
Physics-Informed Neural networks for Advanced modeling
physics-informed-neural-networks modeling machine-learning deep-learning python pytorch differential-equations ode pde physics-informed hacktoberfest lightining pinn equation-learning neural-networks neural-operators
Language:Python 351
camlab-ethz / ConvolutionalNeuralOperator
This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs
deep-learning ml4physics benchmark cno ml4science neural-operator neural-operators pytorch fno navier-stokes navier-stokes-equations partial-differential-equations pde pde-solver scientific-computing
Language:Python 118
katiana22 / latent-deeponet
Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."
deeponet dimension-reduction fluid-dynamics latent-spaces materials-science neural-operators partial-differential-equations regression
Language:Python 41
AI4Science-WestlakeU / beno
[ICLR24] A boundary-embedded neural operator that incorporates complex boundary shape and inhomogeneous boundary values
boundary-embedded graph-neural-networks neural-operators neural-pde-solver
Language:Python 20
aai-institute / continuiti
Learning function operators with neural networks.
neural-operators physics-informed-ml transferlab
Language:Python 19
procf / RhINNs
Rheology-informed Machine Learning Projects
neural-networks neural-operators physics-informed-learning physics-informed-neural-networks scientific-machine-learning
Language:Jupyter Notebook 10
amazon-science / operator-probconserv
Official implementation of Operator-ProbConserv: OOD UQ for Neural Operators
conservation-laws neural-operators out-of-domain partial-differential-equations shock-capturing uncertainty-quantification
Language:Python 3
anac0der / fno_from_scratch
Implementation of Fourier Neural Operator from scratch
deep-learning fourier-neural-operator neural-operators partial-differential-equations physics-informed-neural-networks from-scratch
Language:Jupyter Notebook 2