Surrogate-assisted inversion for large-scale history matching: Comparative study between projection-based reduced-order modeling and deep neural network
Cong Xiao, Hai Xiang Lin, O. Leeuwenburgh, Arnold Heemink
Topics & Concepts
Computer scienceSurrogate modelArtificial neural networkBenchmark (surveying)Inversion (geology)Mathematical optimizationUncertainty quantificationAlgorithmMatching (statistics)Deep learningReservoir simulationArtificial intelligenceMachine learningMathematicsEngineeringGeologyStatisticsStructural basinPaleontologyGeodesyPetroleum engineeringReservoir Engineering and Simulation MethodsHydraulic Fracturing and Reservoir AnalysisSeismic Imaging and Inversion Techniques