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A DBOKS-based hybrid machine learning method for carbonate rock classification

Wen-Chuang Li Zhong-Xiang Zhao You-Bin He Lian-Hua Wu Yu-Qing Zhang

石油科学(英文版)2026,Vol.23Issue(7):3854-3874,21.
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石油科学(英文版)2026,Vol.23Issue(7):3854-3874,21.DOI:10.1016/j.petsci.2026.04.043

A DBOKS-based hybrid machine learning method for carbonate rock classification

A DBOKS-based hybrid machine learning method for carbonate rock classification

Wen-Chuang Li 1Zhong-Xiang Zhao 2You-Bin He 2Lian-Hua Wu 1Yu-Qing Zhang1

作者信息

  • 1. School of Geosciences,Yangtze University,Wuhan,430100,Hubei,China
  • 2. School of Geosciences,Yangtze University,Wuhan,430100,Hubei,China||Hubei Engineering Research Center of Unconventional Petroleum Geology and Engineering,Wuhan,430100,Hubei,China||Hubei Key Laboratory of Complex Shale Oil and Gas Geology and Development in Southern China,Wuhan,430100,Hubei,China
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摘要

关键词

Lithology classification/Carbonate rocks/DBOKS algorithm/HMM framework/Machine learning

Key words

Lithology classification/Carbonate rocks/DBOKS algorithm/HMM framework/Machine learning

引用本文复制引用

Wen-Chuang Li,Zhong-Xiang Zhao,You-Bin He,Lian-Hua Wu,Yu-Qing Zhang..A DBOKS-based hybrid machine learning method for carbonate rock classification[J].石油科学(英文版),2026,23(7):3854-3874,21.

基金项目

The authors would like to acknowledge the support by the National Natural Science Foundation of China with the award number 42002165 and 42272115. ()

石油科学(英文版)

1672-5107

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