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kinnala
scikit-fem

Simple finite element assemblers

138K 619 102
maroba
findiff

Python package for numerical derivatives and partial differential equations in any number of dimensions.

90K 507 68
lululxvi
deepxde

A library for scientific machine learning and physics-informed learning

27K 4K 961
Ceyron
exponax

Efficient Differentiable n-d PDE Solvers in JAX.

13K 199 17
Ceyron
pdequinox

Neural Emulator Architectures in JAX.

13K 24 0
Ceyron
apebench

[Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)

13K 100 2
Ceyron
trainax

Neural Emulator Architectures in JAX.

13K 24 0
devsim
devsim

TCAD Semiconductor Device Simulator

11K 270 79
adtzlr
felupe

Finite Element Analysis

5K 170 17
mathLab
pina-mathlab

Physics-Informed Neural networks for Advanced modeling

3K 739 100
rannd1nt
phaethon

End-to-End Physics-Constrained Scientific Computing & Sci-ML Framework

3K 4 0
pyccel
sympde

Symbolic calculus for partial differential equations (and variational forms)

1K 25 4
ucl-bug
jaxdf

A JAX-based research framework for writing differentiable numerical simulators with arbitrary discretizations

1K 135 13
operator-inference
opinf

Operator Inference for data-driven model reduction of dynamical systems.

1K 82 36
josegarciav
pinnrl

Physics-Informed Neural Networks with RL-based adaptive sampling for solving PDEs

480 0 0
Climdyn
layercake-model

LayerCake is a framework to design systems of partial differential equations (PDEs), and convert them to ordinary differential equations (ODEs) via Galerkin-type expansions.

434 5 2
Willcox-Research-Group
rom-operator-inference

Operator inference for data-driven, non-intrusive model reduction of dynamical systems.

388 82 35
alexblaessle
pyfrp

PyFRAP: A Python based FRAP analysis tool box

386 17 9
python-hydro
pyro-hydro

A python hydrodynamics code for teaching and prototyping

332 332 130
zranndts
unitflex

End-to-End Physics-Constrained Scientific Computing & Sci-ML Framework

254 4 0
mnhrdt
imscript

Image Processing with Unix Pipes

253 120 27
meshpro
pyfvm

Finite volume discretization tools for Python.

218 64 19
HamidrezaEiv
kpca-deeponet

Nonlinear model reduction for operator learning

167 7 2
SGpp
pysgpp

SG⁺⁺ – the numerical library for Sparse Grids in all their variants.

156 81 39
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