Papers

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Assessment of Physics-Informed Neural Networks (PINNs) with Transfer Learning (TL) for Incompressible Turbulent Flows

10:00–10:20AM EST

Y.H. Wong (Imperial College London), Y. Duan (Imperial College London), L. Lampunio (Imperial College London), M.D. Eaton (Imperial College London), M.J.Bluck (Imperial College London)

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Prediction and Uncertainty Quantification of Critical Heat Flux -- A Comparison Between Generative Conditional VAEs and DNNs

10:20–10:40AM EST

Farah Alsafadi (NCSU), Aidan Furlong (NCSU), Xu Wu (NCSU)

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Quantifying Model Uncertainty of Neural-Network Based Turbulence Closures

10:40–11:00AM EST

Cody Grogan (Utah State), Som Dutta (Utah State), Mauricio Tano (INL), Somayajulu L.N. Dhulipala (INL), Izabela Gutowska (Oregon State)

Paper