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Data-driven lithology prediction for tight sandstone reservoirs based on new ensemble learning of conventional logs: A demonstration of a Yanchang member, Ordos Basin

Yufeng Gu, Daoyong Zhang, Yan-Bo Lin, Jinfeng Ruan, Zhidong Bao

2021Journal of Petroleum Science and Engineering32 citationsDOI

Topics & Concepts

Support vector machineLithologyGradient boostingGeneralizationGeologyBoosting (machine learning)Pattern recognition (psychology)Structural basinArtificial intelligenceEnsemble learningPreprocessorData miningComputer scienceMachine learningPetrologyRandom forestMathematicsGeomorphologyMathematical analysisHydrocarbon exploration and reservoir analysisGeochemistry and Geologic MappingHydraulic Fracturing and Reservoir Analysis
Data-driven lithology prediction for tight sandstone reservoirs based on new ensemble learning of conventional logs: A demonstration of a Yanchang member, Ordos Basin | Litcius