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

PM Milani, J Ling, JK Eaton - Journal of Fluid Mechanics, 2021 - cambridge.org
A cylindrical and inclined jet in crossflow is studied under two distinct velocity ratios,, using
highly resolved large eddy simulations. First, an investigation of turbulent scalar mixing …

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

PM Milani, J Ling, JK Eaton - Journal of …, 2020 - asmedigitalcollection.asme.org
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 …

[图书][B] Machine learning approaches to model turbulent mixing in film cooling flows

PM Milani - 2020 - search.proquest.com
Film cooling is a critical technology that allows gas turbine blades to operate in extremely
high temperature environments. It consists of diverting cooler air from upstream engine …

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

P M. Milani, J Ling, JK Eaton - … Expo: Power for …, 2019 - asmedigitalcollection.asme.org
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 …

Evaluation of a Machine Learning Turbulence Model in a Square Transverse Jet in Crossflow

FP Costa, RB Díaz, PM Milani… - … Expo: Power for …, 2020 - asmedigitalcollection.asme.org
Film cooling is an important technique to ensure safe operation and performance fulfillment
of turbines. Its ultimate goal is to protect the axial turbine blades from high gas temperatures …

INTEGRATED DESIGN APPROACH FOR CORONARY STENTS USING FLEXINOL SHAPE MEMORY ALLOY

M Lucci - 2019 - scholarworks.uttyler.edu
This research seeks to develop and verify a model for control of the shape memory alloy
(SMA) Flexinol and apply such findings to practical application of the material as a platform …

[图书][B] A Multi-Fidelity Numerical Framework for Predicting Wind Loads on Buildings

G Lamberti - 2020 - search.proquest.com
According to the Revision of World Urbanization Prospects, published by the United Nations
in 2018, 2.5 billion people are expected to populate big cities by $2050 $. As a …