FarFarmer

awesome-random-forest

Random Forest - a curated list of resources regarding random forest

Computational-Fluid-Dynamics-Machine-Learning-Examples

This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.

DNNLESMODEL

This repository contains the python code, weight and bias matrices for the INU model

LES

Course materials from Large-Eddy Simulation of Turbulent Flows

machine-learning-turbulence

Machine Learning and CFD

tbnn

This code implements the Tensor Basis Neural Network (TBNN) as described in Ling et al. (Journal of Fluid Mechanics, 2016).

blastnet.github.io

BLASTNet

CFDPython

A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/

channel-f90-mpi

Direct Numerical Simulation of an incompressible turbulent channel flow (F90 - MPI)

Computational-Physics-and-Machine-Learning-Reading-List

A list of papers relating Computational Physics and Machine Learning

Fortran-Astrodynamics-Toolkit

A Modern Fortran Library for Astrodynamics 🚀

KHI

simulation of 2d Kelvin Helmholtz Instability

Lattice-Boltzmann-fluid-flow-in-Tensorflow

A Lattice Boltzmann fluid flow simulation written in Tensorflow.

LSTM-keras-sin-function-prediction

models

Models and examples built with TensorFlow

neural-fortran

A parallel neural net microframework

OFF

OFF, Open source Finite volume Fluid dynamics code

OpenFOAM-5.x

OpenFOAM Foundation patch version of OpenFOAM-5

openpiv-podbox

OpenPIV Proper Orthogonal Decomposition (POD) Matlab Toolbox

openpiv-spatial-analysis-toolbox

Spatial Analysis Toolbox is a collection of Matlab subroutines and GUI to streamline the post-processing of the particle image velocimetry (PIV) data obtained by OpenPIV (or other) software

Phy-Net

compressing physics with neural networks

pyJHTDB

Python wrapper for the Johns Hopkins turbulence database library

python-cffi-demo

Python CFFI demo: interfacing C++, Fortran, and Python.

spod_matlab

Spectral proper orthogonal decomposition in Matlab

Steady-State-Flow-With-Neural-Nets

A Tensorflow re-implementation of the paper Convolutional Neural Networks for Steady Flow Approximation

tensorflow.cifar10

The examples of image recognition with the dataset CIFAR10 via tensorflow.

tf-cfd

Computational fluid dynamics with tensorflow

turbulence-codes

Curated list of some open-source codes for turbulent flow simulations, including turbulent multiphase, turbulent reacting flows, turbulent convection and turbulent atmospheric physics.

turbulence_model_neural_network_with_data_processing

turbulence_model_neural_network_with_data_processing, include data cleaning and data post-processing

turbulence_velcoity_field_generation

Generate 3D velocity field on grid of shape (NX, NY, NZ), that has Gaussian pdf, and a given (Kolmogorov-like) power spectrum E(k) with specified normalisation sigma_V and k_max