Saakaarb / Deep-Learning-for-Aerodynamic-PredictionLinks
This repository contains code used to create and train a deep neural network that replicates a RANS solver for aerodynamic prediction over airfoils.
☆40Updated 10 months ago
Alternatives and similar repositories for Deep-Learning-for-Aerodynamic-Prediction
Users that are interested in Deep-Learning-for-Aerodynamic-Prediction are comparing it to the libraries listed below
Sorting:
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"☆32Updated last year
- POD and DMD decomposition of data from fluid dynamics. This work has been produced during my internship at the von Karman Institute for F…☆32Updated 4 years ago
- High-aspect-ratio composite wing nonlinear aeroelastic toolbox☆18Updated 6 years ago
- ☆42Updated 2 years ago
- Aeroelastic Composite Beam Analysis Tool☆19Updated 8 years ago
- Official repository of paper, entitled "Airfoil’s Aerodynamic Coefficients Prediction using Artificial Neural Network".☆33Updated last year
- Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network☆69Updated 2 years ago
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆37Updated 10 years ago
- ☆21Updated 2 years ago
- Physics-informed neural networks for highly compressible flows 🧠🌊☆27Updated last year
- Mapping, Radial Basis Function, RBF, FSI☆12Updated 5 years ago
- Python tool to genreate 2D meshes around airfoils☆41Updated 6 months ago
- Fluid-Structure Interaction Analysis Using FEM and UVLM☆25Updated last month
- An all in one airfoil modelling, meshing, analysis, and optimization tool with built in support for gmsh, SU2, and xfoil☆36Updated 3 months ago
- Machine Learning enhanced CFD solver for incompressible isothermal fluid flow☆16Updated last month
- Multifidelity aeroelastic optimization with application to a BWB☆13Updated 4 years ago
- Deep Learning based method to try and learn the problem of inverse Navier Stokes and model the flow for an oscillating airfoil.☆22Updated 5 years ago
- Deep Learning for Reduced Order Modelling☆100Updated 3 years ago
- CNN for airfoil lift-to-drag-ratio prediction☆44Updated 6 years ago
- ☆76Updated 10 months ago
- OpenFOAM simulations of transonic shock buffets at a NACA-0012 airfoil☆28Updated 2 years ago
- Uncertainty Quantification of RANS Data-Driven Turbulence Modeling☆62Updated 4 years ago
- Numerical tool for Construction of Reduced-order models for fluid flows.☆30Updated 4 years ago
- Python script to run CFD analysis on airfoil using **OpenFOAM** to simulate and **gmsh** to generate mesh.☆26Updated 6 years ago
- ☆41Updated 3 years ago
- CNN model to predict the lift-drag ratio of airfoil☆17Updated 4 years ago
- Experiment code associated with our paper: "Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks"☆74Updated 6 months ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆16Updated 4 years ago
- OpenFOAM implementation of turbulence models driven by machine learning predictions.☆42Updated last year
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆32Updated 2 years ago