Interpreting XGBoost predictions for shear-wave velocity using SHAP: Insights into gas hydrate morphology and saturation
Junzhao Chen, Jiachun You, Junting Wei, Zhongkui Dai, Gulan Zhang
Topics & Concepts
Clathrate hydrateSaturation (graph theory)GeologyHydrateWave velocityArtificial neural networkDecision treeComputer scienceGradient boostingArtificial intelligenceShear (geology)MineralogyMachine learningMathematicsChemistryRandom forestPetrologyCombinatoricsOrganic chemistryMethane Hydrates and Related PhenomenaHydrocarbon exploration and reservoir analysisSeismic Imaging and Inversion Techniques