Search Results for author: Pedro M. Milani

Found 2 papers, 1 papers with code

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

1 code implementation14 Jan 2020 Pedro M. Milani, Julia Ling, John K. Eaton

This approach uses a deep neural network with embedded coordinate frame invariance to predict a tensorial turbulent diffusivity that is not explicitly available in the high fidelity data used for training.

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

no code implementations7 Oct 2019 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.

BIG-bench Machine Learning

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