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

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

School of Geosciences,Yangtze University,Wuhan,430100,Hubei,ChinaSchool 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,ChinaSchool 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,ChinaSchool of Geosciences,Yangtze University,Wuhan,430100,Hubei,ChinaSchool of Geosciences,Yangtze University,Wuhan,430100,Hubei,China

Lithology classificationCarbonate rocksDBOKS algorithmHMM frameworkMachine learning

Lithology classificationCarbonate rocksDBOKS algorithmHMM frameworkMachine learning

《石油科学(英文版)》 2026 (7)

3854-3874,21

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

10.1016/j.petsci.2026.04.043

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