sayin / Physics_informed_GANs_turbulent_flowsView external linksLinks
Generative Adversarial Networks are used to super resolve turbulent flow fields from low resolution (RANS/LES) fields to high resolution (DNS) fields without solving NS equations numerically.
☆23Jan 28, 2021Updated 5 years ago
Alternatives and similar repositories for Physics_informed_GANs_turbulent_flows
Users that are interested in Physics_informed_GANs_turbulent_flows are comparing it to the libraries listed below
Sorting:
- Model-Order Reduction Framework for Nek5000☆16Feb 4, 2026Updated last week
- Computational fluid dynamics with tensorflow☆47Sep 23, 2023Updated 2 years ago
- ☆19Jan 27, 2018Updated 8 years ago
- CNN model to predict the lift-drag ratio of airfoil☆18Feb 28, 2021Updated 4 years ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆17May 14, 2021Updated 4 years ago
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- Deep Learning based method to try and learn the problem of inverse Navier Stokes and model the flow for an oscillating airfoil.☆24Jun 7, 2020Updated 5 years ago
- This repository contains the files used in the paper " Reduced-order Model for Fluid Flows via Neural Ordinary Differential Equations"☆20Mar 23, 2023Updated 2 years ago
- Interpretable machine learning (symbolic regression) using Genetic programming/Gene expression programming and Sparse regression used …☆35Feb 10, 2021Updated 5 years ago
- Application of Deep Learning to Computational Fluid Dynamics☆21Apr 26, 2019Updated 6 years ago
- KTH-FlowAI / Towards-extraction-of-orthogonal-and-parsimonious-non-linear-modes-from-turbulent-flows☆11Apr 5, 2023Updated 2 years ago
- Console to simulate airflow around an airfoil based on RANS approach☆10Jan 16, 2026Updated last month
- a multiresolution convolutional autoencoder architecture☆23Mar 17, 2021Updated 4 years ago
- The MegaFlow2D dataset package☆24Sep 21, 2023Updated 2 years ago
- Physics-informed neural networks for highly compressible flows 🧠🌊☆29Nov 26, 2023Updated 2 years ago
- This repo contains a PyTorch-based AE-ConvLSTM model for fluid flow prediction. It can forecast 5–10 time steps per forward pass and over…☆27Jun 2, 2025Updated 8 months ago
- ☆12Jan 29, 2025Updated last year
- ☆12Dec 13, 2024Updated last year
- CEBGAN and airfoil optimization code associated with our accepted JMD 2021 paper: "Inverse Design of 2D Airfoils using Conditional Genera…☆10Jan 5, 2022Updated 4 years ago
- Dataset of Airfoil Aerodynamic and Geometric Coefficients☆14Feb 5, 2026Updated last week
- Codes for solving flow problems based on Kinetic Flux Vector Splitting (KFVS) Scheme☆10Jun 1, 2015Updated 10 years ago
- Repository to reproduce the experiments in the paper "Deep learning observables in computational fluid dynamics"☆14Dec 16, 2019Updated 6 years ago
- Reduced-Order Modeling of Fluid Flows with Transformers☆25May 30, 2023Updated 2 years ago
- This repository contains code used to create and train a deep neural network that replicates a RANS solver for aerodynamic prediction ove…☆43Dec 5, 2024Updated last year
- CNN for airfoil lift-to-drag-ratio prediction☆46Mar 3, 2019Updated 6 years ago
- CCFDV3.0 is an open-source written in fortran for the analysis of CFD problems on structured meshes (CGNS format). …☆14Jun 10, 2022Updated 3 years ago
- Simple explicit compressible Euler solver for 3D unstructured polyhedral meshes written in Julia☆51Jun 13, 2021Updated 4 years ago
- Physics-Informed Neural Networks for solving PDEs (bachelor project)☆10Mar 20, 2023Updated 2 years ago
- Convolution Neural Network based solution for 2D steady state Navier Stokes equation for submerged badies☆12May 3, 2021Updated 4 years ago
- POD-PINN code and manuscript☆57Nov 10, 2024Updated last year
- Generative Adversarial Network (GAN) for physically realistic enrichment of turbulent flow fields☆69Jun 8, 2021Updated 4 years ago
- A collection of tools based on Computational Singular Perturbation for the analysis of chemically reacting systems☆29Jan 21, 2026Updated 3 weeks ago
- Data-driven Geometric Multi-Grid solver for the discrete Poisson equation☆41Apr 17, 2022Updated 3 years ago
- A simple tool for monitoring the progress of OpenFOAM simulations☆12Nov 9, 2018Updated 7 years ago
- ☆15Nov 18, 2024Updated last year
- Blade Element Method implementation for propeller calculations.☆14Dec 7, 2024Updated last year
- DNS (Direct Numerical Simulation) for an incompressible Newtonian fluid flow in a cylindrical geometry (cylindrical tank) or cylindrical …☆16Jul 25, 2015Updated 10 years ago
- VolSiM, a CNN-based metric to compute the similarity of 3D data from numerical simulations☆15Oct 4, 2023Updated 2 years ago
- High-order multiphase/multi-physics flow solver☆32Sep 15, 2025Updated 5 months ago