Machine Learning Algorithms for Lithofacies Classification of the Gulong Shale from the Songliao Basin, China

Machine Learning Algorithms for Lithofacies Classification of the Gulong Shale from the Songliao Basin, China

Lithofacies identification and classification are critical for characterizing the hydrocarbon potential of unconventional resources. Although extensive applications of machine learning models in predicting lithofacies have been applied to conventional reservoir systems, the effectiveness of machine...

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Bibliographic Details
Main Authors: Mingqiu Hou, Yuxiang Xiao, Zhengdong Lei, Zhi Yang, Yihuai Lou, Yuming Liu
Format: Article
Language:English
Published: MDPI AG 2023-03-01
Series:Energies
Subjects:
machine learning models
ensemble methods
XGBoost
random forest
shale lithofacies
well log
Online Access:https://www.mdpi.com/1996-1073/16/6/2581

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