Data‐Driven Subgrid‐Scale Modeling for Convection‐Dominated Concentration Boundary Layers

Andre Weiner; Dennis Hillenbrand; Holger Marschall; Dieter Bothe

doi:10.1002/ceat.201900044

Data‐Driven Subgrid‐Scale Modeling for Convection‐Dominated Concentration Boundary Layers

Chemical Engineering & Technology ◽

10.1002/ceat.201900044 ◽

2019 ◽

Vol 42 (7) ◽

pp. 1349-1356

Author(s):

Andre Weiner ◽

Dennis Hillenbrand ◽

Holger Marschall ◽

Dieter Bothe

Keyword(s):

Boundary Layers ◽

Data Driven ◽

Subgrid Scale ◽

Concentration Boundary ◽

Concentration Boundary Layers ◽

Scale Modeling ◽

Subgrid Scale Modeling ◽

Convection Dominated

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Data-Driven Fractional Subgrid-scale Modeling for Scalar Turbulence: A Nonlocal LES Approach

Journal of Computational Physics ◽

10.1016/j.jcp.2021.110571 ◽

2021 ◽

pp. 110571

Author(s):

Ali Akhavan-Safaei ◽

Mehdi Samiee ◽

Mohsen Zayernouri

Keyword(s):

Data Driven ◽

Subgrid Scale ◽

Scale Modeling ◽

Scalar Turbulence ◽

Subgrid Scale Modeling

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A subgrid-scale model for reactive concentration boundary layers for 3D mass transfer simulations with deformable fluid interfaces

International Journal of Heat and Mass Transfer ◽

10.1016/j.ijheatmasstransfer.2016.04.119 ◽

2016 ◽

Vol 101 ◽

pp. 476-487 ◽

Cited By ~ 10

Author(s):

Dirk Gründing ◽

Stefan Fleckenstein ◽

Dieter Bothe

Keyword(s):

Mass Transfer ◽

Boundary Layers ◽

Scale Model ◽

Fluid Interfaces ◽

Subgrid Scale ◽

Concentration Boundary ◽

Concentration Boundary Layers ◽

Subgrid Scale Model

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Subgrid-Scale Modeling of Reacting Scalar Fluxes in Large-Eddy Simulations of Atmospheric Boundary Layers

Environmental Fluid Mechanics ◽

10.1007/s10652-005-6020-9 ◽

2006 ◽

Vol 6 (2) ◽

pp. 115-131 ◽

Cited By ~ 7

Author(s):

J. -F. Vinuesa ◽

F. Porté-Agel ◽

S. Basu ◽

R. Stoll

Keyword(s):

Boundary Layers ◽

Large Eddy Simulations ◽

Subgrid Scale ◽

Atmospheric Boundary Layers ◽

Scalar Fluxes ◽

Scale Modeling ◽

Large Eddy ◽

Subgrid Scale Modeling

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Advanced subgrid-scale modeling for convection-dominated species transport at fluid interfaces with application to mass transfer from rising bubbles

Journal of Computational Physics ◽

10.1016/j.jcp.2017.06.040 ◽

2017 ◽

Vol 347 ◽

pp. 261-289 ◽

Cited By ~ 11

Author(s):

Andre Weiner ◽

Dieter Bothe

Keyword(s):

Mass Transfer ◽

Fluid Interfaces ◽

Subgrid Scale ◽

Species Transport ◽

Scale Modeling ◽

Subgrid Scale Modeling ◽

Convection Dominated

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Data-driven subgrid-scale modeling of forced Burgers turbulence using deep learning with generalization to higher Reynolds numbers via transfer learning

Physics of Fluids ◽

10.1063/5.0040286 ◽

2021 ◽

Vol 33 (3) ◽

pp. 031702

Author(s):

Adam Subel ◽

Ashesh Chattopadhyay ◽

Yifei Guan ◽

Pedram Hassanzadeh

Keyword(s):

Deep Learning ◽

Transfer Learning ◽

Reynolds Numbers ◽

Data Driven ◽

Subgrid Scale ◽

Scale Modeling ◽

Burgers Turbulence ◽

Subgrid Scale Modeling

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Subgrid scale modeling considerations for large eddy simulation of supercritical turbulent mixing and combustion

Physics of Fluids ◽

10.1063/5.0055751 ◽

2021 ◽

Vol 33 (7) ◽

pp. 075112

Author(s):

Umesh Unnikrishnan ◽

Hongfa Huo ◽

Xingjian Wang ◽

Vigor Yang

Keyword(s):

Large Eddy Simulation ◽

Turbulent Mixing ◽

Subgrid Scale ◽

Eddy Simulation ◽

Scale Modeling ◽

Large Eddy ◽

Subgrid Scale Modeling

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Filtered Density Function for Subgrid Scale Modeling of Turbulent Combustion

AIAA Journal ◽

10.2514/1.15514 ◽

2006 ◽

Vol 44 (1) ◽

pp. 16-23 ◽

Cited By ~ 128

Author(s):

Peyman Givi

Keyword(s):

Density Function ◽

Turbulent Combustion ◽

Subgrid Scale ◽

Filtered Density Function ◽

Scale Modeling ◽

Subgrid Scale Modeling

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A dynamic subgrid-scale modeling framework for Boussinesq turbulence

International Journal of Heat and Mass Transfer ◽

10.1016/j.ijheatmasstransfer.2017.01.028 ◽

2017 ◽

Vol 108 ◽

pp. 1656-1675 ◽

Cited By ~ 5

Author(s):

Romit Maulik ◽

Omer San

Keyword(s):

Subgrid Scale ◽

Modeling Framework ◽

Scale Modeling ◽

Subgrid Scale Modeling

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Influence of the concentration boundary layers on membrane potential in a single-membrane system

Desalination ◽

10.1016/j.desal.2005.03.064 ◽

2005 ◽

Vol 184 (1-3) ◽

pp. 113-123 ◽

Cited By ~ 6

Author(s):

Andrzej Ślezak ◽

Izabella H. Ślezak ◽

Kornelia M. Ślezak

Keyword(s):

Membrane Potential ◽

Boundary Layers ◽

Membrane System ◽

Concentration Boundary ◽

Concentration Boundary Layers ◽

Single Membrane

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Subgrid Scale Modeling and Statistical Theories in Three-Dimensional Turbulence

Theoretical Approaches to Turbulence - Applied Mathematical Sciences ◽

10.1007/978-1-4612-1092-4_16 ◽

1985 ◽

pp. 353-357

Author(s):

Jean-Pierre Chollet

Keyword(s):

Three Dimensional ◽

Subgrid Scale ◽

Scale Modeling ◽

Subgrid Scale Modeling

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