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A fast method to infer Nuclear Magnetic Resonance based effective porosity in carbonate rocks using machine learning techniques

Zeeshan Tariq, Manojkumar Gudala, Bicheng Yan, Shuyu Sun, Mohamed Mahmoud

2023Geoenergy Science and Engineering25 citationsDOIOpen Access PDF

Topics & Concepts

PorosityRandom forestWell loggingMineralogyCarbonate rockPetrophysicsBoosting (machine learning)Artificial neural networkEffective porosityGeologyDolomiteAdaBoostCarbonateArtificial intelligenceMachine learningAlgorithmComputer scienceClassifier (UML)Materials scienceGeotechnical engineeringPetroleum engineeringMetallurgyNMR spectroscopy and applicationsHydrocarbon exploration and reservoir analysisHydraulic Fracturing and Reservoir Analysis
A fast method to infer Nuclear Magnetic Resonance based effective porosity in carbonate rocks using machine learning techniques | Litcius