GitHub topics: neural-operators
Gwangjae-Jung/deep_numerical
This repository provides numerical solvers for several kinetic equations (inelastic Boltzmann equation, Fokker-Planck-Landau equation, and the BGK equation). This repository can be used to implement neural solvers for differential equations, especially for kinetic equations.
Language: Jupyter Notebook - Size: 28.6 MB - Last synced at: about 4 hours ago - Pushed at: about 5 hours ago - Stars: 0 - Forks: 0
mathLab/PINA
Physics-Informed Neural networks for Advanced modeling
Language: Python - Size: 136 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 590 - Forks: 84
thuml/Neural-Solver-Library
A Library for Advanced Neural PDE Solvers.
Language: Python - Size: 999 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 230 - Forks: 19
neuraloperator/neuraloperator
Learning in infinite dimension with neural operators.
Language: Python - Size: 104 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 3,067 - Forks: 758
pdebench/PDEBench
PDEBench: An Extensive Benchmark for Scientific Machine Learning
Language: Python - Size: 1.17 MB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 965 - Forks: 121
aai-institute/continuiti
Learning function operators with neural networks.
Language: Python - Size: 22.4 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 34 - Forks: 2
camlab-ethz/ConvolutionalNeuralOperator
This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs
Language: Python - Size: 14.6 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 168 - Forks: 19
katiana22/latent-deeponet
Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."
Language: Python - Size: 3.54 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 58 - Forks: 16
eduardburlacu/PE_ML
Physics-Enhanced Machine Learning
Language: Jupyter Notebook - Size: 11.7 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0
RezaNajian/FOL
Bridging Neural Operators and Numerical Methods
Language: Python - Size: 47.7 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 3 - Forks: 0
amazon-science/operator-probconserv
Official implementation of Operator-ProbConserv: OOD UQ for Neural Operators
Language: Python - Size: 40 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 0
anac0der/fnoreg
[ICPR 2024] FNOReg: Resolution-Robust Medical Image Registration Method Based on Fourier Neural Operator
Language: Python - Size: 1020 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 0
AI4Science-WestlakeU/beno
[ICLR24] A boundary-embedded neural operator that incorporates complex boundary shape and inhomogeneous boundary values
Language: Python - Size: 1.36 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 22 - Forks: 0
AlexKenna/Physics-Informed-Machine-Learning
An exploration of different Physics Informed Machine Learning topics
Language: Jupyter Notebook - Size: 16.4 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0
procf/RhINNs
Rheology-informed Machine Learning Projects
Language: Jupyter Notebook - Size: 6.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 0
dynamic-queries/SciManifoldLearning.jl
Manifold Learning for Scientific Applications with SciML Interface.
Language: Julia - Size: 5.86 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0
