Evaluation Method of Total Organic Carbon Content in Shale Based on Stacking Algorithm Ensemble Learning

Evaluation Method of Total Organic Carbon Content in Shale Based on Stacking Algorithm Ensemble Learning

Total organic carbon content (TOC) is an important parameter for shale oil reservoir evaluation. However, traditional log evaluation methods for TOC have low accuracy and poor universality. Machine learning models have improved the prediction accuracy of TOC to a certain extent, but the results are...

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Bibliographic Details
Main Authors: SONG Yanjie, LIU Yingjie, TANG Xiaomin, ZHANG Zhaoqian
Format: Article
Language:zho
Published: Editorial Office of Well Logging Technology 2024-04-01
Series:Cejing jishu
Subjects:
shale oil reservoir evaluation
total organic carbon content
decision-tree
support vector regression machine
stacking algorithm
ensemble learning
Online Access:https://www.cnpcwlt.com/#/digest?ArticleID=5579
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