12 results found Sort:

benmoseley
harmonic-oscillator-pinn benmoseley
154
555
mit
17
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 3 years ago
jayroxis
PINNs jayroxis
130
524
unknown
5
PyTorch Implementation of Physics-informed Neural Networks
pinns pytorch-implementation
Created 2020-01-30
25 commits to master branch, last one 5 months ago
omniscientoctopus
Physics-Informed-Neural-Networks omniscientoctopus
131
502
mit
6
Investigating PINNs
pinns pde-solver
Created 2020-10-22
85 commits to main branch, last one 3 years ago
benmoseley
FBPINNs benmoseley
63
308
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 4 months ago
rezaakb
pinns-torch rezaakb
43
248
bsd-3-clause
4
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 5 months ago
levimcclenny
SA-PINNs levimcclenny
37
177
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
alexpapados
Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics alexpapados
41
149
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
39
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
rezaakb
pinns-tf2 rezaakb
27
78
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 5 months ago
YichengDWu
Sophon.jl YichengDWu
5
55
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 4 months ago
MachineLearningJournalClub
MLJC-UniTo-ProjectX-2020-public MachineLearningJournalClub
8
46
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 3 years ago
tum-pbs
ConFIG tum-pbs
0
25
mit
1
Official implementation of Conflict-Free Inverse Gradients Method
pinns deep-learning continual-learning multitask-learning physics-informed-neural-networks
Created 2024-06-14
30 commits to main branch, last one 23 hours ago