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Flow over an espresso cup: inferring 3-D velocity and pressure fields from tomographic background oriented Schlieren via physics-informed neural networks

Shengze Cai, Zhicheng Wang, Frederik Fuest, Young Jin Jeon, Callum Gray, George Em Karniadakis

2021Journal of Fluid Mechanics337 citationsDOIOpen Access PDF

Abstract

Abstract

Topics & Concepts

SchlierenPhysicsReynolds numberFluid dynamicsFluid mechanicsFlow visualizationData setFlow (mathematics)MechanicsComputer scienceStatistical physicsAlgorithmArtificial intelligenceTurbulenceModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsAerodynamics and Acoustics in Jet Flows
Flow over an espresso cup: inferring 3-D velocity and pressure fields from tomographic background oriented Schlieren via physics-informed neural networks | Litcius