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)

Paper

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)

Paper

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

Discussion

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