A machine-learning-accelerated distributed LBFGS method for field development optimization: algorithm, validation, and applications
Faruk O. Alpak, Guohua Gao, Horacio Flórez, Steve Shi, Jeroen C. Vink, Carl Blom, Fredrik Saaf, Terence Wells
Topics & Concepts
Hessian matrixMathematical optimizationSupport vector machineComputer scienceAlgorithmBroyden–Fletcher–Goldfarb–Shanno algorithmSensitivity (control systems)Field (mathematics)Trust regionOptimization problemSurrogate modelNonlinear programmingLocal optimumMathematicsNonlinear systemArtificial intelligenceApplied mathematicsComputer networkElectronic engineeringRADIUSAsynchronous communicationPure mathematicsQuantum mechanicsPhysicsComputer securityEngineeringReservoir Engineering and Simulation MethodsHydraulic Fracturing and Reservoir AnalysisEnhanced Oil Recovery Techniques