2 papers
math.NA2022
Super Resolution for Turbulent Flows in 2D: Stabilized Physics Informed Neural Networks
Mykhaylo Zayats, Małgorzata J. Zimoń, Kyongmin Yeo +1
We propose a new design of a neural network for solving a zero shot super resolution problem for turbulent flows. We embed Luenberger-type observer into the network's architecture…
physics.flu-dyn2019
Thermal transients in a U-Bend
Alex Skillen, Małgorzata J. Zimoń, Robert Sawko +3
We study numerically the propagation of a hot thermal transient through a U-bend via an ensemble of wall-resolved large eddy simulations. Conjugate heat transfer between fluid and…