开源的测井数据集 Open source well logging data set 适用于机器学习分析地下储层岩性识别与分类
☆90Apr 15, 2022Updated 3 years ago
Alternatives and similar repositories for numpy-
Users that are interested in numpy- are comparing it to the libraries listed below
Sorting:
- 人工智能在石油测井上的应用包括采用机器学习，深度学习等相关方法进行岩性识别与相关测井曲线的回归。The application of artificial intelligence in well logging includes the use of machine le…☆171Jun 7, 2025Updated 8 months ago
- Exploring various geoscience Python libraries (including Lasio, Welly and Striplog) with the Volve Field data set☆12Dec 8, 2022Updated 3 years ago
- Seismic attributes calculation in matlab☆14Jun 22, 2020Updated 5 years ago
- Machine learning script to classify rock facies from geophysical well-log measurements☆16Apr 4, 2019Updated 6 years ago
- The code describes how unsupervised ML can be applied to well log data for efficient clustering. A part of the well log data is provided.☆51Nov 28, 2018Updated 7 years ago
- Basic oil and gas well logs visualization and interpretation☆14Dec 20, 2019Updated 6 years ago
- In this work, we will use Force2020 well data to employ Deep Learning for lithology prediction☆17Apr 22, 2021Updated 4 years ago
- This is a repository for the paper "Transformer-based Missing Well Log Prediction".☆18Nov 6, 2023Updated 2 years ago
- Simple well log plotting using Python and matplotlib☆27Mar 10, 2017Updated 8 years ago
- Pore pressure prediction using seismic velocity and well log data☆96Jul 31, 2020Updated 5 years ago
- Predictive modeling of depth-labeled core image and well log datasets☆20Jun 29, 2021Updated 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
- 采用试井压力导数曲线作为训练数据进行油藏模型分类，通过keras构造分类模型☆13Sep 4, 2019Updated 6 years ago
- A workflow to generate synthetic well logs using Artificial Neural Networks☆12Jan 6, 2020Updated 6 years ago
- Use Random Forests (RF) to predict subsurface reservoir parameters (e.g. porosity, permeability) and lithology from seismic data.☆12Aug 17, 2022Updated 3 years ago
- Prediction of Equinor Volve well logs Data☆22Jul 11, 2020Updated 5 years ago
- Python utility for formation evaluation and petrophysical analysis support☆44Nov 29, 2025Updated 3 months ago
- A collection of notebooks exploring ideas for the Force 2020 Lithology Classification Challenge.☆23Sep 9, 2020Updated 5 years ago
- This is an example of creating labeled images to be used in Keras image-segmentation training☆12Nov 10, 2021Updated 4 years ago
- make you own Neutron, Density, Sonic crossplots☆10May 6, 2022Updated 3 years ago
- Predict Petrophysical Rock Types (PRT) using KNN☆11Nov 10, 2021Updated 4 years ago
- This program provides the analytical solution to borehole stress concentrations around boreholes drilled at an arbitrary orientation in a…☆13Nov 14, 2018Updated 7 years ago
- Python library for parsing standard well log files (Geophysical well logs)☆13Nov 30, 2021Updated 4 years ago
- Shaley-Sand Log Analysis Tutorial using Waxman-Smits and Dual-Water☆14Apr 5, 2022Updated 3 years ago
- Lithology identification by using well log data is an initial and fundamental step within petroleum geosciences☆14Jul 13, 2024Updated last year
- Repository for the 2021 Machine Learning workshop☆13May 14, 2021Updated 4 years ago
- Evolution of data science, machine learning and artificial intelligence in Petroleum Engineering papers☆13Jan 14, 2019Updated 7 years ago
- Exploring 118 wells of 1 MM+ rows and 29 columns of wireline petrophysical data using the Pandas library. Analysed & Visualised wirelin…☆13Feb 22, 2025Updated last year
- A geological log data from a well in Kansas, USA is analyzed using Machine Learning (M.L.) techniques in Python. The data is overviewed, …☆15May 26, 2018Updated 7 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
- Basic Well Log Interpretation with python, pandas, matplotlib☆142May 6, 2022Updated 3 years ago
- ☆42Aug 6, 2020Updated 5 years ago
- Tools for managing well log data.☆18Mar 31, 2014Updated 11 years ago
- The objective of this repository is take advantage of Geolog's powerful python loglan capabilities to interrogate Petrophysical well log …☆18Sep 4, 2024Updated last year
- Neural network based petrophysical property inversion☆41Sep 1, 2020Updated 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.☆174Dec 8, 2022Updated 3 years ago
- Python reader for Canadian Well Logging Society LAS (Log ASCII Standard) files.☆38Sep 21, 2025Updated 5 months ago
- Exploratory Data Analysis for the Lithology prediction part of the 2020 FORCE Machine Learning Contest☆16Sep 15, 2020Updated 5 years ago
- An example of carrying out unsupervised cluster analysis for facies prediction from Well Logs☆19May 26, 2021Updated 4 years ago