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Improved prediction of shale gas productivity in the Marcellus shale using geostatistically generated well-log data and ensemble machine learning

Sungil Kim, Yongjun Hong, Jung-Tek Lim, Kwang Hyun Kim

2023Computers & Geosciences18 citationsDOI

Topics & Concepts

Gradient boostingKrigingBoosting (machine learning)Random forestWell loggingEnsemble learningArtificial intelligenceMachine learningAlgorithmGeologyComputer scienceData miningPetroleum engineeringReservoir Engineering and Simulation MethodsHydraulic Fracturing and Reservoir AnalysisHydrocarbon exploration and reservoir analysis
Improved prediction of shale gas productivity in the Marcellus shale using geostatistically generated well-log data and ensemble machine learning | Litcius