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.
☆23Feb 22, 2025Updated last year
Alternatives and similar repositories for Machine-Predict-Lithologies-Using-Wireline-logs
Users that are interested in Machine-Predict-Lithologies-Using-Wireline-logs are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆12Feb 8, 2020Updated 6 years ago
- Basic oil and gas well logs visualization and interpretation☆15Dec 20, 2019Updated 6 years ago
- ☆33Dec 27, 2020Updated 5 years ago
- Neural network based petrophysical property inversion☆41Sep 1, 2020Updated 5 years ago
- Machine Learning Modeling of NMR-Derived T2 Porosity using Quad Combo, Wolfcamp and Spraberry Formations, Reagan County Texas☆12Aug 13, 2020Updated 5 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Using geophysical well logs to predict lithology☆16Apr 3, 2021Updated 5 years ago
- In this work, we will use Force2020 well data to employ Deep Learning for lithology prediction☆17Apr 22, 2021Updated 5 years ago
- the results, code and the data for the Force 2020 Machine learning competition after the completion of the competition in October 2020.☆182Dec 8, 2022Updated 3 years ago
- Android app containing an Image classifier based on transfer learning CNN using Tensorflow 1.4.1 on Stanford's Imagenet cars dataset☆16Jan 20, 2018Updated 8 years ago
- Shaley-Sand Log Analysis Tutorial using Waxman-Smits and Dual-Water☆15Apr 5, 2022Updated 4 years ago
- This project attempts to construct a missing well log from other available well logs, more specifically an NMR well log from the measured…☆36Sep 21, 2020Updated 5 years ago
- Geological surfaces and topography☆13Sep 27, 2020Updated 5 years ago
- We are using Altair to Select Samples from a Poro-Perm Cross Plot and the respective Pc Curves or other data are then shown for the selec…☆12Apr 5, 2022Updated 4 years ago
- Well log digitalization☆25Jun 3, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Python utility for formation evaluation and petrophysical analysis support☆44Nov 29, 2025Updated 5 months ago
- Multiple experiments on geo-datasets☆16Jul 7, 2025Updated 9 months ago
- The objective of this GitHub repository is to develop code that can effectively display well log parameter plots and their animations.☆20Mar 30, 2023Updated 3 years ago
- ☆10Sep 26, 2023Updated 2 years ago
- Absolute beginner course on computer vision with Python, OpenCV, Tensorflow Keras, and PyTorch☆10Mar 18, 2023Updated 3 years ago
- Corel is a smart computer vision model that identifies facies and performs rock typing on core images☆13Oct 2, 2024Updated last year
- A ternary plot, in Python, written originally for soil texture representation.☆15May 2, 2021Updated 5 years ago
- A reusable TensorFlow 2.0 and Keras implementation of MobileNetV2☆18Feb 11, 2022Updated 4 years ago
- Philliec459 / Altair-used-to-Visualize-and-Interrogate-well-by-well-Production-Data-from-Volve-FieldThe objective of this project is to interactively interrogate oil field production data using Altair☆15Sep 4, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Curso de Estatística Básica Teo Calvo☆12Sep 15, 2023Updated 2 years ago
- Discontinuity Intensity Calculator and Estimator, calculate and estimate rock discontinuities/fractures parameters from 3D data, as fract…☆19Apr 13, 2026Updated 2 weeks ago
- a Python plugin for QGis, for plotting and analyzing structural geological measures☆15May 2, 2020Updated 6 years ago
- Book☆21Apr 4, 2024Updated 2 years ago
- iOS/iPadOS/Android assure the best AR☆20Feb 13, 2024Updated 2 years ago
- Tools for managing well log data.☆18Mar 31, 2014Updated 12 years ago
- Quantitative interpretation methods for reservoir characterization using well log analysis and quantitative seismic rock physics☆14Mar 13, 2020Updated 6 years ago
- Markov chain simulator in a sequence stratigraphic framework☆17Mar 21, 2019Updated 7 years ago
- Tensorflow Implementation of TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation☆42Sep 29, 2023Updated 2 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- ☆42Aug 6, 2020Updated 5 years ago
- We have developed a simple, 1 layer neural network to estimate Rock Types☆19Nov 10, 2021Updated 4 years ago
- Exploration of machine learning in geoscience use cases☆87May 9, 2024Updated last year
- IPython notebooks -- mostly sedimentology-related☆15Nov 29, 2022Updated 3 years ago
- Library of petrophysical calculations☆17Jul 1, 2020Updated 5 years ago
- Framework for correlating two or more well logs using feature vectors generated from CNN's in Pytorch☆152Aug 16, 2019Updated 6 years ago
- Python package to simulate wave-dominated shallow-marine environments using Storms (2003)'s BarSim☆22Nov 29, 2024Updated last year