[HTML][HTML] Total organic carbon content logging prediction based on machine learning: A brief review
L Zhu, X Zhou, W Liu, Z Kong - Energy Geoscience, 2023 - Elsevier
The total organic carbon content usually determines the hydrocarbon generation potential of
a formation. A higher total organic carbon content often corresponds to a greater possibility …
a formation. A higher total organic carbon content often corresponds to a greater possibility …
CNN-BiLSTM hybrid neural networks with attention mechanism for well log prediction
Well logging is a significant method of formation description and resource assessment in
exploration and development of oil, natural gas, minerals, groundwater, and sub-surface …
exploration and development of oil, natural gas, minerals, groundwater, and sub-surface …
Attention-based bidirectional gated recurrent unit neural networks for well logs prediction and lithology identification
L Zeng, W Ren, L Shan - Neurocomputing, 2020 - Elsevier
Many old oilfields have missed or distorted well logs data, which is due to long history of
shutdown, poor borehole conditions, damaged instrument, and other reasons. These bring …
shutdown, poor borehole conditions, damaged instrument, and other reasons. These bring …
Forming a new small sample deep learning model to predict total organic carbon content by combining unsupervised learning with semisupervised learning
L Zhu, C Zhang, C Zhang, Z Zhang, X Nie, X Zhou… - Applied Soft …, 2019 - Elsevier
The total organic carbon (TOC) content is a parameter that is directly used to evaluate the
hydrocarbon generation capacity of a reservoir. For a reservoir, accurately calculating TOC …
hydrocarbon generation capacity of a reservoir. For a reservoir, accurately calculating TOC …
Prediction of total organic carbon at Rumaila oil field, Southern Iraq using conventional well logs and machine learning algorithms
Total organic carbon (TOC) is an important parameter for assessing the hydrocarbon
potential of source rocks. The standard method for analysis of TOC is the Rock-Eval …
potential of source rocks. The standard method for analysis of TOC is the Rock-Eval …
Applications of Machine Learning in Sweet-Spots Identification: A Review
H Khanjar - SPE Journal, 2024 - onepetro.org
The identification of sweet spots, areas within a reservoir with the highest production
potential, has been revolutionized by the integration of machine learning (ML) algorithms …
potential, has been revolutionized by the integration of machine learning (ML) algorithms …
Dynamic committee machine with fuzzy-c-means clustering for total organic carbon content prediction from wireline logs
Y Bai, M Tan - Computers & Geosciences, 2021 - Elsevier
The total organic carbon (TOC) content is of great significance to reflect the hydrocarbon-
generation potential in shale reservoirs. The well logs were always used to predict the TOC …
generation potential in shale reservoirs. The well logs were always used to predict the TOC …
Prediction of total organic carbon content in shale reservoir based on a new integrated hybrid neural network and conventional well logging curves
L Zhu, C Zhang, C Zhang, Y Wei, X Zhou… - … of Geophysics and …, 2018 - academic.oup.com
There is increasing interest in shale gas reservoirs due to their abundant reserves. As a key
evaluation criterion, the total organic carbon content (TOC) of the reservoirs can reflect its …
evaluation criterion, the total organic carbon content (TOC) of the reservoirs can reflect its …
[HTML][HTML] 基于岩石物理相的深层页岩气地质—工程甜点参数测井评价方法——以四川盆地LZ 区块五峰组—龙马溪组为例
张少龙， 闫建平， 郭伟， 钟光海， 黄毅， 李志鹏 - 石油地球物理勘探, 2023 - html.rhhz.net
ZHANG Shaolong, YAN Jianping, GUO Wei, ZHONG Guanghai, HUANG Yi, LI Zhipeng.
Logging evaluation method of geological-engineering sweet spot parameters for deep shale …
Logging evaluation method of geological-engineering sweet spot parameters for deep shale …
Hydrocarbon source rock evaluation and quantification of organic richness from correlation of well logs and geochemical data: A case study from the sembar formation …
Abstract Sembar Formation of Cretaceous encountered in Khajari-01 and Miran-01 wells,
which are located in the Southern Indus Basin (SIB), Pakistan. Total organic carbon (TOC) …
which are located in the Southern Indus Basin (SIB), Pakistan. Total organic carbon (TOC) …