Deep-learning-based surrogate flow modeling and geological parameterization for data assimilation in 3D subsurface flow
Meng Tang, Y. Liu, Louis J. Durlofsky
Topics & Concepts
Data assimilationChannelizedComputer sciencePrincipal component analysisConvolutional neural networkArtificial intelligenceSubsurface flowDeep learningAlgorithmResidualMachine learningData miningGeologyGeotechnical engineeringPhysicsGroundwaterMeteorologyTelecommunicationsReservoir Engineering and Simulation MethodsHydraulic Fracturing and Reservoir AnalysisDrilling and Well Engineering