Neural network surrogate for flow prediction and robust optimization in fractured reservoir systems
Yong Do Kim, Louis J. Durlofsky
Topics & Concepts
Computer scienceSpeedupConvolutional neural networkArtificial neural networkAlgorithmOptimization problemMathematical optimizationNonlinear systemSurrogate modelHyperparameter optimizationFlow (mathematics)Tight gasArtificial intelligenceMachine learningGeologyMathematicsParallel computingHydraulic fracturingGeotechnical engineeringGeometryPhysicsSupport vector machineQuantum mechanicsReservoir Engineering and Simulation MethodsHydraulic Fracturing and Reservoir AnalysisDrilling and Well Engineering