Saakaarb / Deep-Learning-for-Aerodynamic-Prediction
This repository contains code used to create and train a deep neural network that replicates a RANS solver for aerodynamic prediction over airfoils.
☆31Updated 2 months ago
Related projects ⓘ
Alternatives and complementary repositories for Deep-Learning-for-Aerodynamic-Prediction
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆31Updated 9 years ago
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"☆27Updated 7 months ago
- Official repository of paper, entitled "Airfoil’s Aerodynamic Coefficients Prediction using Artificial Neural Network".☆26Updated 7 months ago
- Fluid-Structure Interaction Analysis Using FEM and UVLM☆17Updated last month
- ☆18Updated last year
- I am doing a surrogate optimization of a transonic airfoil. I am using an artificial neural network as my surrogate model to approximate …☆8Updated 3 years ago
- High-aspect-ratio composite wing nonlinear aeroelastic toolbox☆15Updated 5 years ago
- POD and DMD decomposition of data from fluid dynamics. This work has been produced during my internship at the von Karman Institute for F…☆26Updated 4 years ago
- Companion code for Data-Driven Resolvent Analysis☆17Updated 3 years ago
- CNN model to predict the lift-drag ratio of airfoil☆13Updated 3 years ago
- Aeroelastic Composite Beam Analysis Tool☆16Updated 8 years ago
- ☆30Updated 2 years ago
- Immersed boundary - Fluid Structure Interaction solver with heat transfer☆5Updated last month
- Numerical tool for Construction of Reduced-order models for fluid flows.☆30Updated 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.☆17Updated 4 years ago
- OpenFOAM simulations of transonic shock buffets at a NACA-0012 airfoil☆23Updated last year
- Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network☆54Updated last year
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆15Updated 3 years ago
- Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decom…☆27Updated last year
- Deep Learning for Reduced Order Modelling☆85Updated 2 years ago
- Post-processing framework to predict rotor noise using PSU-WOPWOP from CAMRAD II simulation results☆10Updated 6 months ago
- An all in one airfoil modelling, meshing, analysis, and optimization tool with built in support for gmsh, SU2, and xfoil☆19Updated 10 months ago
- Source and vortex panel method codes referenced in my YouTube videos.☆84Updated 4 years ago
- ☆11Updated last year
- A convolutional neural network for drag prediction in laminar flows☆12Updated 3 years ago
- CFD codes written based on examples in various books like Patnakar, Versteeg etc☆41Updated 4 years ago
- CNN for airfoil lift-to-drag-ratio prediction☆39Updated 5 years ago
- Deep reinforcement learning with OpenFOAM☆32Updated 9 months ago
- Multi-head attention network for airfoil flow field prediction☆9Updated 2 years ago
- CFD-DeepLearning-UNET☆14Updated 3 years ago