Surrogate Model for Heat Transfer Prediction in Impinging Jet Arrays using Dynamic Inlet/Outlet and Flow Rate Control

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Authors: Mikael Vaillant
Cited by: 0

Abstract

The repository presents a surrogate model designed to predict the Nusselt number distribution in an enclosed impinging jet arrays, where each jet function independently and where jets can be transformed from inlets to outlets, leading to a vast number of possible flow arrangements. This repository provides a complete pipeline to reproduce surrogate models based on two distinct impinging jet arrays of 5 by 1 and 3 by 3 jets. It includes parameter generation, CFD simulations using Lethe, post-processing, convolutional neural network training, visualization and validation against experimental data.

Fields of Study & Subjects

Heat Transfer Mechanisms Aerodynamics and Acoustics in Jet Flows Combustion and flame dynamics

Publication details

Journal / source
PolyPublie (École Polytechnique de Montréal)
Publication date
5 January 2026
Language
EN