FrancescoRegazzoni / model-learning
☆11Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for model-learning
- Supporting code for "Reduced-order modeling of advection-dominated systems with recurrent neural networks and convolutional autoencoders"☆19Updated 3 years ago
- One-dimensional unsteady compressible reacting flow simulation framework, designed for simple prototyping and testing of novel reduced-or…☆26Updated 11 months ago
- Data-driven Identification of 2D Partial Differential Equations using Extracted Physical Features☆11Updated 3 years ago
- Source code for the paper "Data-driven reduced-order models via regularised Operator Inference for a single-injector combustion process" …☆28Updated 2 years ago
- LES-ML closures for Kraichnan turbulence☆17Updated 4 years ago
- Uncertainty Quantification in the POD-NN framework☆19Updated 4 years ago
- Repository to reproduce the experiments in the paper "Deep learning observables in computational fluid dynamics"☆12Updated 4 years ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆30Updated 3 years ago
- Nonlinear proper orthogonal decomposition for convection-dominated flows☆13Updated 3 years ago
- 1D RANS model simulation at fully developed turbulent channel flow.☆15Updated 7 years ago
- Generative Adversarial Networks are used to super resolve turbulent flow fields from low resolution (RANS/LES) fields to high resolution …☆23Updated 3 years ago
- Source code for deep learning-based reduced order models for nonlinear time-dependent parametrized PDEs. Available on doi.org/10.1007/s10…☆20Updated last year
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆27Updated last year
- ☆24Updated 6 years ago
- Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.☆14Updated last year
- Source code for "Probabilistic neural networks for fluid flow model-order reduction and data recovery"☆11Updated 4 years ago
- A toolbox for the construction and assessment of subgrid-scale models for large-eddy simulations☆17Updated 5 years ago
- This repository contains the simple source codes of "Convolutional neural network and long short-term memory based reduced order surrogat…☆13Updated 3 years ago
- Tensor Basis Neural Network for Scalar Mixing☆10Updated last year
- Direct Numerical Simulation of an incompressible turbulent channel flow with two dimensional parallelization☆25Updated 4 months ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆15Updated 3 years ago
- A DNS and LES box code☆25Updated last week
- ☆26Updated this week
- Update PDEKoopman code to Tensorflow 2☆22Updated 3 years ago
- This repository contains python based LES solver (FDM/spectral) of 2D decaying turbulence.☆13Updated 4 years ago
- This repository contains the files used in the paper " Reduced-order Model for Fluid Flows via Neural Ordinary Differential Equations"☆15Updated last year
- OpenFOAM examples for data-driven ML and ROM☆15Updated last year
- Deep Learning based method to try and learn the problem of inverse Navier Stokes and model the flow for an oscillating airfoil.☆18Updated 4 years ago
- ☆13Updated 2 years ago
- Wind Farm Simulator☆15Updated 4 years ago