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20152022
most citedUsing Physics-Informed Super-Resolution Generative Adversarial Networks for Subgrid Modeling in Turbulent Reactive Flows

10 citations · 22 across the 5 of their papers we have counts for

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physics.flu-dyn2022

Applying Physics-Informed Enhanced Super-Resolution Generative Adversarial Networks to Turbulent Premixed Combustion and Engine-like Flame Kernel Direct Numerical Simulation Data

Mathis Bode, Michael Gauding, Dominik Goeb +2

Models for finite-rate-chemistry in underresolved flows still pose one of the main challenges for predictive simulations of complex configurations. The problem gets even more chall…

physics.flu-dyn20229 cited

Towards prediction of turbulent flows at high Reynolds numbers using high performance computing data and deep learning

Mathis Bode, Michael Gauding, Jens Henrik Göbbert +3

In this paper, deep learning (DL) methods are evaluated in the context of turbulent flows. Various generative adversarial networks (GANs) are discussed with respect to their suitab…

physics.flu-dyn2018

One-point and two-point statistics of homogeneous isotropic decaying turbulence with variable viscosity

Michael Gauding, Luminita Danaila, Emilien Varea

The decay of homogeneous isotropic turbulence in a variable viscosity fluid with a viscosity ratio up to 15 is analyzed by means of highly resolved direct numerical simulations (DN…

physics.flu-dyn2018

High-order structure functions for passive scalar fed by a mean gradient

Michael Gauding, Luminita Danaila, Emilien Varea

Transport equations for even-order structure functions are written for a passive scalar mixing fed by a mean scalar gradient, with a Schmidt number . Direct numerica…

physics.flu-dyn2018

On the self-similarity of line segments in decaying homogeneous isotropic turbulence

Michael Gauding, Lipo Wang, Jens Henrik Goebbert +3

The self-similarity of a passive scalar in homogeneous isotropic decaying turbulence is investigated by the method of line segments (M. Gauding et al., Physics of Fluids 27.9 (2015…

physics.flu-dyn2015

Exact equations for structure functions and equations for source terms up to the sixth order

Norbert Peters, Jonas Boschung, Michael Gauding +2

We derive equations for the source terms appearing in structure function equations for the fourth and sixth order under the assumption of homogeneity and isotropy. The source terms…