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2016-ml-contest

Machine learning contest - October 2016 TLE

awesome-open-geoscience

Curated from repositories that make our lives as geoscientists, hackers and data wranglers easier or just more awesome

deep-learning-with-python-notebooks

Jupyter notebooks for the code samples of the book "Deep Learning with Python"

deepfield

Machine learning framework for reservoir simulation

deepore

Deep learning for rapid characterization of porous materials

dfngenerator

DFN Generator

dual-edsr

flownet

FlowNet - Data-Driven Reservoir Predictions

genpormed

Generate porous media with Quartet Structure Generation Set (QSGS) method.

geothermalsd

hybridporousinterfoam

OpenFOAM solver for performing single- and two-phase flow simulations on hybrid-scale porous media.

lbm

A simple full-python 2D lattice-Boltzmann code

lbpm

Pore scale modelling

learning-python-physics-informed-machine-learning-pinns-deeponets

Physics Informed Machine Learning Tutorials (Pytorch and Jax)

matlabpnm

A Matlab-based package for performing Pore Network Modeling of porous media

mf-lbm-cuda

C++/CUDA version of the MF-LBM solver

mrst-pytorch

Proof of Concept for porting MRST to PyTorch

mrst-simulations

Reservoir simulations in MRST

mudrocknet

MudrockNet is a deep learning SEM image segmentation model for mudrocks to identify pores and silt size grains, and is based on Google’s DeepLab-v3+ architecture implemented with TensorFlow.

multiphaseporousmediapalabos

Library for performing multiphase simulations (based on the Shan-Chen model) in complicated geometries (i.e. porous media 3D images)

nn-svg

Publication-ready NN-architecture schematics.

poreflow-net

3D CNN to predict single-phase flow velocity fields

porous_material_101

Tutorial repository of introduction to porous materials using MATLAB

proxy_crm

History matching using Proxy Capacitance-Resistance Model (Gubanova et al., 2022) for producer well shut-in

pysindy

A package for the sparse identification of nonlinear dynamical systems from data

python-for-petroleum-engineers

Python for Statistics and Data Visualization

pywaterflood

Capacitance resistance models for waterflood connectivity

rdpwrap

RDPwrap 1.6.2 build for win 10 home v18362.267 through 18362.418 + win10 privacy

reservoir_datasets

Various reservoir datasets, including Volve and PUNQS3

sarepy

Numerical techniques for eliminating ring artifacts in X-ray micro-tomography