6 results found Sort:

pnnl
neuromancer pnnl
116
882
other
28
Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.
pytorch deep-learning control-systems dynamical-systems nonlinear-dynamics physics-informed-ml differentiable-control nonlinear-optimization constrained-optimization differentiable-programming differentiable-optimization
Created 2020-10-14
625 commits to master branch, last one about a month ago
benmoseley
harmonic-oscillator-pinn benmoseley
150
540
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
i207M
PINNacle i207M
37
219
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 about a month ago
shawnrosofsky
PINO_Applications shawnrosofsky
25
105
apache-2.0
3
Applications of PINOs
pytorch deep-learning surrogate-models physics-informed-ml
Created 2021-12-08
103 commits to main branch, last one 2 years ago
314arhaam
heat-pinn 314arhaam
12
99
mit
2
A Physics-Informed Neural Network to solve 2D steady-state heat equations.
physics python3 deep-learning heat-equation heat-transfer machine-learning finite-difference physics-informed-ml process-engineering chemical-engineering partial-differential-equations physics-informed-neural-networks
Created 2021-11-12
168 commits to main branch, last one a day ago
SciML
OperatorLearning.jl SciML
8
44
mit
5
No need to train, he's a smooth operator
julia deeponet neural-operator physics-informed-ml
Created 2021-06-28
182 commits to master branch, last one 5 months ago