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20192022
most citedTurbulent scalar flux in inclined jets in crossflow: counter gradient transport and deep learning modelling

67 citations · 111 across the 6 of their papers we have counts for

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5 papers · 1 filter

physics.flu-dyn2022★ 2 cited

On correcting the eddy-viscosity models in RANS simulations for turbulent flows and scalar transport around obstacles

Zengrong Hao, Catherine Gorlé, David S. Ching +1

In RANS simulations for turbulent scalar transport, it is common that using an eddy-viscosity (EV) model to close the Reynolds stress yields reasonable mean flow predictions but la…

physics.flu-dyn2020★ 2 cited

The discrete Green's function paradigm for two-way coupled Euler-Lagrange simulation

J. A. K. Horwitz, G. Iaccarino, J. K. Eaton +1

We outline a methodology for the simulation of particle-laden flows whereby the dispersed and fluid phases are two-way coupled. The drag force which couples fluid and particle mome…

physics.flu-dyn2020★ 67 cited

Turbulent scalar flux in inclined jets in crossflow: counter gradient transport and deep learning modelling

Pedro M. Milani, Julia Ling, John K. Eaton

A cylindrical and inclined jet in crossflow is studied under two distinct velocity ratios, and , using highly resolved large eddy simulations (LES). First, an investigat…

physics.flu-dyn2019

Generalization of machine-learned turbulent heat flux models applied to film cooling flows

Pedro M. Milani, Julia Ling, John K. Eaton

The design of film cooling systems relies heavily on Reynolds-Averaged Navier-Stokes (RANS) simulations, which solve for mean quantities and model all turbulent scales. Most turbul…

physics.flu-dyn2019★ 21 cited

Enriching MRI mean flow data of inclined jets in crossflow with Large Eddy Simulations

Pedro M. Milani, Ian E. Gunady, David S. Ching +3

Measurement techniques such as Magnetic Resonance Velocimety (MRV) and Magnetic Resonance Concentration (MRC) are useful for obtaining 3D time-averaged flow quantities in complex t…