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
Sorting:
- CFD-DeepLearning-UNET☆14Updated 4 years ago
- An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based …☆16Updated last year
- Physics-informed neural networks for highly compressible flows 🧠🌊☆26Updated last year
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"☆29Updated last year
- CNN model to predict the lift-drag ratio of airfoil☆15Updated 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.☆20Updated 4 years ago
- Reynolds stress turbulence closure models beyond the Boussinesq approximation☆11Updated 3 months ago
- Python tools for non-intrusive reduced order modeling☆19Updated last month
- Video tutorial on YouTube: https://youtu.be/9DkhHDEu1zU☆15Updated 3 years ago
- Finite Volume PINNs for Hyperbolic Conservation Laws & Compressible Flow☆18Updated 2 years ago
- OpenFOAM examples for data-driven ML and ROM☆16Updated last year
- parallel PINNs; RANS equations; spatiotemporal parallel; PINNs☆32Updated last year
- Multi-head attention network for airfoil flow field prediction☆12Updated 2 years ago
- Implement PINN with high level APIs of TF2.0, including a solution of coupled PDEs with PINN☆27Updated 2 years ago
- This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies…☆15Updated 4 years ago
- ☆17Updated 6 months ago
- Blood Flow Modeling with Physics-Informed Neural Networks☆15Updated 2 years ago
- OpenFOAM simulations of transonic shock buffets at a NACA-0012 airfoil☆26Updated last year
- These python codes can be used to simulate multiphase flows with Lattice Boltzmann Method (LBM).☆15Updated 4 years ago
- Physics-informed neural networks for identifying material properties in solid mechanics☆18Updated last year
- Fluid-Structure Interaction Analysis Using FEM and UVLM☆24Updated last week
- Matlab version of all the code of Lorena A. Barba's 12 steps to Navier stokes☆11Updated 5 years ago
- A fluid simulator using Lattice-Boltzmann Method with simple and convenient GUI for educational purpose. 一个拥有漂亮易用的GUI的、使用格子玻尔兹曼法的、教育用途的流体…☆23Updated last year
- ☆38Updated 2 years ago
- lattice boltzmann in python for multiphase flow☆17Updated 7 years ago
- Accelerated vortex-induced vibration (VIV) simulation using immersed boundary lattice Boltzmann method (IB-LBM) powered by JAX.☆14Updated this week
- Physics-Informed Neural Networks for solving PDEs (bachelor project)☆10Updated 2 years ago
- SIMPLE Algorithm for Driven Cavity problem on collocated grid using Python.☆22Updated 4 years ago
- Frame-independent vector-cloud neural network for nonlocal constitutive modelling on arbitrary grids.☆11Updated 3 years ago
- Theory-guided physics-informed neural networks for boundary layer problems with singular perturbation☆18Updated 2 years ago