sguerin13 / CNN_2D_CFD_ECE_228
Predicting 2D Steady State Fluid Flow Fields using Convolutional Neural Networks
☆10Updated 4 years ago
Alternatives and similar repositories for CNN_2D_CFD_ECE_228:
Users that are interested in CNN_2D_CFD_ECE_228 are comparing it to the libraries listed below
- CFD-DeepLearning-UNET☆14Updated 3 years ago
- CNN model to predict the lift-drag ratio of airfoil☆13Updated 3 years ago
- Multi-head attention network for airfoil flow field prediction☆11Updated 2 years ago
- Deep Learning based method to try and learn the problem of inverse Navier Stokes and model the flow for an oscillating airfoil.☆19Updated 4 years ago
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"☆28Updated 10 months ago
- Blood Flow Modeling with Physics-Informed Neural Networks☆15Updated 2 years ago
- Reynolds stress turbulence closure models beyond the Boussinesq approximation☆10Updated last month
- lattice boltzmann in python for multiphase flow☆15Updated 6 years ago
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆13Updated last year
- These python codes can be used to simulate multiphase flows with Lattice Boltzmann Method (LBM).☆15Updated 4 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆26Updated last year
- Python code to calculate proper orthogonal decomposition modes (aka principal components), which are then used to generate reduced order …☆32Updated 9 years ago
- code for active flow control of flow around cynder using Deep Reinforcement Learning☆45Updated 2 years ago
- ☆33Updated 2 years ago
- ☆32Updated 3 years 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
- OpenFOAM simulations of transonic shock buffets at a NACA-0012 airfoil☆24Updated last year
- Use deep learning to learn a turbulence model from high fedelity data. The model can reasonably predict other turbulent flows.☆17Updated 5 years ago
- Implemented LBM fluid simulation to model flow through porous media using Matlab Code☆35Updated 5 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆16Updated 2 years ago
- Using PyTorch within OpenFOAM☆11Updated 7 months ago
- OpenFOAM examples for data-driven ML and ROM☆15Updated last year
- Video tutorial on YouTube: https://youtu.be/9DkhHDEu1zU☆13Updated 3 years ago
- ☆11Updated 2 years ago
- An implementation of the smoothed particle hydrodynamics based on the Philip Mocz's paper☆18Updated 2 months ago
- 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
- Fluid-Structure Interaction Analysis Using FEM and UVLM☆20Updated 3 weeks ago
- Frame-independent vector-cloud neural network for nonlocal constitutive modelling on arbitrary grids.☆11Updated 3 years ago
- Matlab version of all the code of Lorena A. Barba's 12 steps to Navier stokes☆11Updated 5 years ago
- Physics Informed Neural Networks: a starting step for CFD specialists☆27Updated 2 years ago