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Theory-guided physics-informed neural networks for boundary layer problems with singular perturbation

Amirhossein Arzani, Kevin W. Cassel, Roshan M. D’Souza

2022Journal of Computational Physics66 citationsDOI

Topics & Concepts

Singular perturbationArtificial neural networkBoundary value problemBoundary layerParametric statisticsComputer scienceApplied mathematicsMathematicsMathematical optimizationStatistical physicsPhysicsMathematical analysisArtificial intelligenceStatisticsThermodynamicsModel Reduction and Neural NetworksFluid Dynamics and Vibration AnalysisFluid Dynamics and Turbulent Flows
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