lithology 开源项目推荐（31 个）

RichardScottOZ /mineral-exploration-machine-learning

矿产勘探和机器学习资源列表，通常包含有用的代码和示例。

Geodels /gospl

Global Scalable Paleo Landscape Evolution Model

Philliec459 /Jupyter-Notebooks_for-Characterization-of-a-New-Open-Source-Carbonate-Reservoir-Benchmarking-Case-St

We have used the new hierarchical carbonate reservoir benchmarking case study created by Costa Gomes J, Geiger S, Arnold D to be used for reservoir characterization, uncertainty quantification and history matching.

csiro-hydrogeology /pyela

Python package for Exploratory Lithology Analysis

RamySaleem /Machine-Predict-Lithologies-Using-Wireline-logs

To identify lithologies, geoscientists use subsurface data such as wireline logs and petrophysical data. However, this process is often tedious, repetitive, and time-consuming. This project aims to use machine learning techniques to predict lithology from petrophysical logs, which are direct indicators of lithology.

imranfadhil /quick_pp

Python package for Petrophysical analysis.

LukasMosser /geolink_dataset

Analysis notebooks for the geolink well log dataset

aifenaike /Probabilistic-Lithology-Characterization

A probability based approach to characterize lithology using drilling data and Random Forests

luthfigeo /Litho-Classification

Handle classification within volcanic formation using supervised learning.

RamySaleem /Reservoir-Quality-in-Producing-Sandstones

This project will explore, analyse and visualise publicly available wells datasets from the United States offshore data centre, the USGS boreholes website - Bureau of Safety and Environmental Enforcement (BSEE) https://www.data.bsee.gov/Main/Default.aspx with a particular focus on the Gulf of Mexico (GOM) wells. This project will study sandstone…

mohammedbaqir01 /End_to_End_Lithology_Classification_from_Well_Logs_using_XGBoost

Machine learning project for lithology classification from well log data using XGBoost. Predicts Sandstone, Shale, and Limestone from petrophysical logs.

pacifikus /oil-hack

Lithology type classification

AhmadTaheri2021 /Lithology-microscopic-images-mini-dataset

A mini dataset of lithology microscopic images. This Dataset was developed under supervision of Dr. Keyvan RahimiZadeh and in collabotion with Prof. Amin Beheshti.

geolba /StyleFileCreator

SyleFileCrator for INSPIRE

hughmccutcheon /Lithoclass

Predicting lithology from drillhole geochemistry - honest, spatially-validated ML on open SARIG data (CLR features, GroupKFold by drillhole).

warnuk /strattools

Tools for plotting and analyzing stratigraphic data in R

luthfigeo /Facies-Bubble-Map

Calculate each facies proportion for each well in a field and plot them as bubble map distribution

kcabrera-oil-gas /well-log-classifier

Automated well log interpretation: lithology classification & porosity estimation

RichardScottOZ /dh2loop

A package to extract information from drillholes to feed 3D modelling packages

rafiarsy /Facies-Classification-and-Clustering

Facies Classification is one of the process to devine the lithology, with unsupervised learning K-Nearest Neighbors (KNN) and Support Vector Machine (SVM) it will be easily devine type of lithology with automation classification.