Reliable extrapolation of deep neural operators informed by physics or sparse observations
Min Zhu, Handi Zhang, Anran Jiao, George Em Karniadakis, Lu Lu
Topics & Concepts
ExtrapolationDeep learningArtificial neural networkInferenceComputer scienceInterpolation (computer graphics)Artificial intelligenceOperator (biology)Richardson extrapolationMachine learningFunction (biology)AlgorithmMathematicsStatisticsGeneMotion (physics)Transcription factorEvolutionary biologyRepressorBiologyChemistryBiochemistryModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignFluid Dynamics and Turbulent Flows