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Learning characteristic parameters and dynamics of centrifugal pumps under multiphase flow using physics-informed neural networks

Felipe de Castro Teixeira Carvalho, Kamaljyoti Nath, Alberto Luiz Serpa, George Em Karniadakis

2024Engineering Applications of Artificial Intelligence16 citationsDOI

Topics & Concepts

Computer scienceCentrifugal pumpArtificial neural networkDynamics (music)Flow (mathematics)Artificial intelligenceMechanicsImpellerPhysicsAcousticsModel Reduction and Neural NetworksNuclear Engineering Thermal-HydraulicsCavitation Phenomena in Pumps
Learning characteristic parameters and dynamics of centrifugal pumps under multiphase flow using physics-informed neural networks | Litcius