Generating synthetic turbulent flows using Machine Learning

Stage de Master EFEMO


F.X. Demoulin - B. Duret


5 mois

The objective of this master internship is to research on a particular application of CFD in machine learning, namely investigation the modeling of a synthetic, single phase, turbulent flow.
We will first start by using Langevin’s equations and one hand to generate data and using machine learning on the other hand to finally compare both kind of results. In fact, modeling of turbulence signal using Langevin’s equations is well-known problem, and the main work will be mainly related to model the case using machine learning and to evaluate the results.
The neural network created can be further enriched by not only using the data from Langevin equation but also by using more advance model or experimental data and direct numerical simulations. This progressive way to introduce more and more realistic physics and to monitor how the network is able to adapt itself will be very instructive on further possibility of using deep learning in physics and more particularly in fluid mechanics.


Plus d’information dans le PDF joint.

Fichiers ...

DeepLearning Demoulin

311.1 ko

Catalogue des Documents
Ecrire au Laboratoire
Flux RSS
Contact & Accès
Départements de Recherche du Laboratoire
Activités du département ER
Activités du Département TASC
Activités du Département OL
Informations pratiques concernant les Masters DIODE et EFE
Diagnostic Laser et Métrologie Optique
Où sommes nous ! Plans d’accès. Contact Principaux de l’UMR 6614-CORIA ...
Thèses du Laboratoire. (2002 - ... )
Prochainement en ligne !
This page contains some descriptions of techniques or tools developed for the characterisation of soot particles.
Centre de Combustion Avancée pour l’Aéronautique du Futur
Cavitation et atomisation dans les buses d’injecteurs : étude numérique et expérimentale
Our research activities on ultrafast laser sources, fiber optics and nonlinear dynamics.
Femtosecond and ballistic imaging of high-speed liquid jets and sprays
L’Europe s’engage en Normandie avec le Fond Européen de Développement Régional.
Les Membres
dot : Nouveau

MàJ ··· 19 novembre 2019

:::  ico   :::