19 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
NeuralPDE.jl SciML
200
995
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
2,721 commits to master branch, last one 2 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
NeuroDiffGym
neurodiffeq NeuroDiffGym
90
702
mit
25
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
1,243 commits to master branch, last one 4 months ago
mathLab
PINA mathLab
66
392
mit
12
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
314 commits to master branch, last one 2 days ago
i207M
PINNacle i207M
39
247
mit
4
Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
pinn pde-solver physics-informed-ml
Created 2023-06-07
52 commits to main branch, last one 3 months ago
Raocp
PINN-laminar-flow Raocp
51
194
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
141
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
16
131
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
44 commits to main branch, last one 2 months ago
openhackathons-org
End-to-End-AI-for-Science openhackathons-org
37
110
apache-2.0
5
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
14 commits to main branch, last one 2 months ago
ASEM000
Physics-informed-neural-network-in-JAX ASEM000
6
76
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 about a year ago
chen-yingfa
pinn-torch chen-yingfa
12
76
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 2 years 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
rmojgani
LPINNs rmojgani
5
42
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
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
erfanhamdi
pinn-torch erfanhamdi
5
37
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 2 years ago
MJfadeaway
DAS MJfadeaway
8
35
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
47 commits to main branch, last one a day ago
VaidehiSom
Trajectory_Prediction_and_Dynamic_Obtacle_Avoidance_for_SDC VaidehiSom
3
31
unknown
2
Using PINN based MPC for motion planning for SDC and LSTM for pedestrain's trajectory prediction as dynamic obstacles
gru mpc lstm pinn olstm social-lstm motion-planning trajectory-prediction
Created 2022-12-29
1 commits to master branch, last one about a year ago
cmgcds
fastvpinns cmgcds
10
27
mit
3
FastVPINNs - A tensor-driven acceleration of VPINNs for complex geometries
pinn tensorflow2 deep-learning neural-network inverse-problems scientific-machine-learning partial-differential-equations physics-informed-neural-networks
Created 2024-04-22
169 commits to main branch, last one 2 months ago