16 results found Sort:

lululxvi
deepxde lululxvi
712
2.5k
lgpl-2.1
57
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
1,182 commits to master branch, last one 3 days ago
SciML
NeuralPDE.jl SciML
196
923
other
36
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
ode pde pinn sciml scientific-ai scientific-ml neural-network neural-networks machine-learning differentialequations differential-equations scientific-machine-learning neural-differential-equations partial-differential-equations ordinary-differential-equations
Created 2017-03-14
2,465 commits to master branch, last one 5 days ago
SciML
DiffEqFlux.jl SciML
151
847
mit
32
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
1,871 commits to master branch, last one 2 days ago
NeuroDiffGym
neurodiffeq NeuroDiffGym
86
652
mit
27
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
ode odes pinn pypi pytorch pde-solver time-series deep-learning neural-networks scientific-computing initial-value-problem boundary-value-problem differential-equations mathematical-modelling artificial-intelligence physics-informed-neural-networks
Created 2019-03-28
1,242 commits to master branch, last one about a month ago
mathLab
PINA mathLab
57
307
mit
11
Physics-Informed Neural networks for Advanced modeling
ode pde pinn python pytorch modeling lightining deep-learning hacktoberfest neural-networks machine-learning neural-operators physics-informed equation-learning differential-equations physics-informed-neural-networks
Created 2021-11-29
275 commits to master branch, last one 2 days ago
i207M
PINNacle i207M
32
176
unknown
3
Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
pinn pde-solver physics-informed-ml
Created 2023-06-07
50 commits to main branch, last one 3 months ago
Raocp
PINN-laminar-flow Raocp
45
168
unknown
7
Physics-informed neural network for solving fluid dynamics problems
pinn fluid-dynamics machine-learning physics-simulation
Created 2020-04-09
11 commits to master branch, last one 3 years ago
Photon-AI-Research
NeuralSolvers Photon-AI-Research
46
134
mit
12
Neural network based solvers for partial differential equations and inverse problems :milky_way:. Implementation of physics-informed neural networks in pytorch.
pinn horovod pytorch neural-network computational-physics partial-differential-equations
Created 2020-06-14
224 commits to master branch, last one about a year ago
luo-yining
CFDBench luo-yining
11
103
unknown
4
A large-scale benchmark for machine learning methods in fluid dynamics
pinn physics research benchmark navier-stokes fluid-dynamics machine-learning
Created 2023-09-07
43 commits to main branch, last one 3 months ago
openhackathons-org
End-to-End-AI-for-Science openhackathons-org
27
90
apache-2.0
4
This repository containts materials for End-to-End AI for Science
ai hpc pde pinn ai4hpc modulus omniverse fourcastnet deep-learning navier-stokes machine-learning weather-forecast artificial-intelligence physics-informed-neural-networks
Created 2023-03-23
13 commits to main branch, last one 4 months ago
ASEM000
Physics-informed-neural-network-in-JAX ASEM000
5
63
mit
2
Example problems in Physics informed neural network in JAX
jax pinn colab laplace navier-stokes physics-based-neuralnetwork physics-informed-neural-networks
Created 2021-09-09
21 commits to main branch, last one 10 months ago
chen-yingfa
pinn-torch chen-yingfa
9
63
unknown
1
PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations
pinn physics navier-stokes
Created 2022-11-13
7 commits to master branch, last one about a year ago
skoohy
GPT-PINN skoohy
11
49
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
163 commits to main branch, last one 3 days ago
rmojgani
LPINNs rmojgani
5
41
unknown
5
To address some of the failure modes in training of physics informed neural networks, a Lagrangian architecture is designed to conform to the direction of travel of information in convection-diffusion...
ml nn pinn burgers pytorch convection lagrangian deep-learning neural-network convection-diffusion method-of-characteristics physics-informed-neural-networks
Created 2022-05-04
22 commits to main branch, last one about a year ago
MJfadeaway
DAS MJfadeaway
9
32
mit
3
DAS: A deep adaptive sampling method for solving high-dimensional partial differential equations
pde pinn deep-learning adaptive-sampling deep-generative-models scientific-machine-learning partial-differential-equations physics-informed-neural-networks
Created 2022-07-22
44 commits to main branch, last one 4 months ago
erfanhamdi
pinn-torch erfanhamdi
5
32
mit
1
Here I will try to implement the solution of PDEs using PINN on pytorch for educational purpose
pinn pytorch physics-informed-neural-networks
Created 2022-06-08
54 commits to main branch, last one about a year ago