14 results found Sort:

lululxvi
deepxde lululxvi
760
2.8k
lgpl-2.1
56
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
1,207 commits to master branch, last one 10 days ago
SciML
DiffEqFlux.jl SciML
157
871
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
1,923 commits to master branch, last one 3 days ago
SciML
DiffEqDocs.jl SciML
245
278
other
16
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 12 days ago
levimcclenny
SA-PINNs levimcclenny
37
180
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
Raocp
PINN-elastodynamics Raocp
38
119
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 tensordiffeq
40
112
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
SciML
QuasiMonteCarlo.jl SciML
26
103
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 2 days ago
jbramburger
DataDrivenDynSyst jbramburger
12
83
mit
5
Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems
sindy time-delay autoencoder forecasting autoencoders data-science poincare-map kernel-methods neural-network sindy-algorithm machine-learning stroboscopic-map conservation-laws dynamical-systems physics-informed-learning autoencoder-neural-network dynamic-mode-decomposition universal-approximation-theorem physics-informed-neural-networks extended-dynamic-mode-decomposition
Created 2022-03-09
144 commits to main branch, last one 3 months ago
skoohy
GPT-PINN skoohy
15
74
unknown
4
Generative Pre-Trained Physics-Informed Neural Networks Implementation
gpt pdes pinn python pytorch allen-cahn tensorflow mathematics deep-learning neural-network neural-networks burgers-equation machine-learning numerical-methods computational-science klein-gordon-equation differential-equations physics-informed-learning partial-differential-equations physics-informed-neural-networks
Created 2023-03-25
183 commits to main branch, last one 4 months ago
katiana22
TL-DeepONet katiana22
9
61
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
sciml.ai SciML
37
52
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 11 days ago
vLAR-group
NVFi vLAR-group
1
39
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 10 months ago
MartinuzziFrancesco
awesome-scientific-machine-learning MartinuzziFrancesco
7
38
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 11 months ago
terencetaothucb
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 5 months ago