Physics-informed surrogate modeling for hydro-fracture geometry prediction based on deep learning
Yutian Lu, Bo Wang, Yingying Zhao, Xiaochen Yang, Lizhe Li, Mingzhi Dong, Qin Lv, Fujian Zhou, Ning Gu, Li Shang
Topics & Concepts
InterpretabilityInferenceSurrogate modelMachine learningArtificial intelligenceComputer scienceFracture (geology)Physical systemField (mathematics)Process (computing)Physical lawExperimental dataPartial differential equationEngineeringMathematicsPhysicsStatisticsMathematical analysisPure mathematicsGeotechnical engineeringQuantum mechanicsOperating systemHydraulic Fracturing and Reservoir AnalysisModel Reduction and Neural NetworksGroundwater flow and contamination studies