11 results found Sort:

benmoseley
harmonic-oscillator-pinn benmoseley
142
505
mit
16
Code accompanying my blog post: So, what is a physics-informed neural network?
pinns sciml neural-networks physics-informed-ml physics-informed-neural-networks
Created 2021-08-28
3 commits to main branch, last one 2 years ago
omniscientoctopus
Physics-Informed-Neural-Networks omniscientoctopus
121
436
mit
7
Investigating PINNs
pinns pde-solver
Created 2020-10-22
85 commits to main branch, last one 2 years ago
jayroxis
PINNs jayroxis
123
435
unknown
4
PyTorch Implementation of Physics-informed Neural Networks
pinns pytorch-implementation
Created 2020-01-30
25 commits to master branch, last one about a month ago
benmoseley
FBPINNs benmoseley
56
250
mit
12
Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)
jax pinns neural-networks domain-decomposition differential-equations physics-informed-neural-networks
Created 2021-06-27
22 commits to main branch, last one 6 days ago
levimcclenny
SA-PINNs levimcclenny
36
148
unknown
10
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 2 years ago
alexpapados
Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics alexpapados
37
126
unknown
8
Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube problems and plane stress linear elasticity boundary value problems
pinns shock-tube hydrodynamics linear-elasticity computational-physics physics-based-simulation computational-fluid-dynamics physics-informed-neural-networks
Created 2021-05-08
74 commits to main branch, last one about a year ago
tensordiffeq
TensorDiffEq tensordiffeq
37
106
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
rezaakb
pinns-torch rezaakb
19
96
bsd-3-clause
2
PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.
pinns pytorch cuda-graph jit-compiler physics-informed-neural-networks
Created 2023-08-10
51 commits to main branch, last one about a month ago
rezaakb
pinns-tf2 rezaakb
20
58
bsd-3-clause
4
PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.
pinns physics tensorflow2 physics-informed-neural-networks
Created 2023-11-01
24 commits to main branch, last one about a month ago
YichengDWu
Sophon.jl YichengDWu
5
53
mit
3
Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks
pinns sciml diffeq neural-operator
Created 2022-08-06
1,341 commits to main branch, last one 10 days ago
MachineLearningJournalClub
MLJC-UniTo-ProjectX-2020-public MachineLearningJournalClub
8
44
mit
7
Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)
wrf pinns sci-ml neural-pde neural-network machine-learning wildfire-propagation differential-equations scientific-machine-learning partial-differential-equations
Created 2020-11-25
213 commits to rel2 branch, last one 2 years ago