Search Results - RepositoryStats

764

2.8k

lgpl-2.1

55

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

1,214 commits to master branch, last one 7 days ago

DiffEqFlux.jl SciML

153

873

mit

31

Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods

pinn stiff-ode neural-dde neural-ode neural-pde neural-sde neural-sdes scientific-ai scientific-ml neural-networks differentialequations differential-equations neural-jump-diffusions physics-informed-learning scientific-machine-learning delay-differential-equations neural-differential-equations partial-differential-equations ordinary-differential-equations stochastic-differential-equations

Created 2018-12-26

1,927 commits to master branch, last one 14 days ago

DiffEqDocs.jl SciML

245

281

other

17

Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem

dae dde ode sde sciml neural-ode hacktoberfest differential-equations physics-informed-learning scientific-machine-learning

Created 2016-11-01

2,414 commits to master branch, last one about a month ago

SA-PINNs levimcclenny

39

193

unknown

11

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

pdes pinns sciml stiff-pdes tensorflow deep-learning adaptive-pinns neural-network neural-networks scientific-computing physics-informed-learning

Created 2020-09-14

41 commits to master branch, last one 3 years ago

PINN-elastodynamics Raocp

39

124

unknown

7

physics-informed neural network for elastodynamics problem

elasticity tensorflow neural-network physics-simulation physics-informed-learning

Created 2020-04-16

29 commits to master branch, last one 2 years ago

TensorDiffEq tensordiffeq

41

114

unknown

7

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

gpu pinns multi-gpu neural-pde tensorflow collocation tensorflow2 gpu-computing neural-networks gpu-acceleration multi-gpu-training distributed-systems differential-equations physics-informed-learning scientific-machine-learning physics-informed-neural-networks

Created 2020-10-03

309 commits to main branch, last one 2 years ago

QuasiMonteCarlo.jl SciML

26

104

mit

9

Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration in scientific machine learning (SciML)

julia sciml quasi-monte-carlo parameter-estimation physics-informed-learning scientific-machine-learning

Created 2019-12-05

272 commits to master branch, last one about a month ago

DataDrivenDynSyst jbramburger

14

94

mit

6

Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems

Created 2022-03-09

144 commits to main branch, last one 4 months ago

GPT-PINN skoohy

16

83

unknown

4

Generative Pre-Trained Physics-Informed Neural Networks Implementation

Created 2023-03-25

183 commits to main branch, last one 5 months ago

TL-DeepONet katiana22

9

64

mit

5

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

sciml.ai SciML

37

55

mit

9

The SciML Scientific Machine Learning Software Organization Website

dae dde ode sde julia sciml franklin julialang neural-ode julia-language machine-learning differential-equations physics-informed-learning scientific-machine-learning

Created 2016-11-26

869 commits to master branch, last one about a month ago

monoforce ctu-vras

4

50

bsd-3-clause

8

[IROS 2024] [ICML 2024 Workshop Differentiable Almost Everything] Physics-informed model to predict robot-terrain interactions from RGB images.

nvidia-warp deep-learning mobile-robots differentiable-physics traversability-mapping physics-informed-learning robot-terrain-interaction traversability-estimation

Created 2023-09-14

662 commits to master branch, last one 13 days ago

awesome-scientific-machine-learning MartinuzziFrancesco

8

43

mit

1

A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software

pinn sciml differential-equations physics-informed-learning scientific-machine-learning neural-differential-equations physics-informed-neural-networks

Created 2022-11-10

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

NVFi vLAR-group

1

41

unknown

2

NVFi in PyTorch (NeurIPS 2023)

3d neurips velocity physics-3d 3d-velocity 3d-rendering neurips-2023 3d-reconstruction 3d-physics-learning physics-informed-learning physics-informed-neural-networks

Created 2023-12-11

3 commits to main branch, last one 12 months ago

PhySR paulpuren

4

37

mit

2

Physics-informed deep super-resolution of spatiotemporal data

convlstm spatiotemporal super-resolution physics-informed-learning scientific-machine-learning partial-differential-equations

Created 2021-10-01

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

TBSI-Sunwoda-Battery-Dataset terencetaothucb

0

27

mit

1

Sunwoda Electronic Co., Ltd, and Tsinghua Berkeley Shenzhen Institute (TBSI) generate the TBSI Sunwoda Battery Dataset. We open-source this dataset to inspire more data-driven novel material verificat...

ai4science fast-charging state-of-health machine-learning electric-vehicles battery-degradation knowledge-discovery battery-management-system physics-informed-learning intepretable-machine-learning

Created 2024-02-27

50 commits to main branch, last one 6 months ago