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A physics-guided eXtreme gradient boosting model for predicting the initial productivity of oil wells

Yintao Dong, Laiming Song, Qianhui Zhao, Zupeng Ding, Ling Qiu, Chuan Lü, Guanzhong Chen

2023Geoenergy Science and Engineering17 citationsDOI

Topics & Concepts

HyperparameterNonlinear systemMathematical optimizationHyperparameter optimizationMean squared errorRobustness (evolution)Computer scienceMathematicsAlgorithmArtificial intelligenceMachine learningStatisticsSupport vector machinePhysicsGeneBiochemistryQuantum mechanicsChemistryReservoir Engineering and Simulation MethodsHydraulic Fracturing and Reservoir AnalysisOil and Gas Production Techniques
A physics-guided eXtreme gradient boosting model for predicting the initial productivity of oil wells | Litcius