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Data-driven Turbulence Modelling with the Machine Learning Toolbox of the CFD Solver TRACE

Bleh, Alexander (2023) Data-driven Turbulence Modelling with the Machine Learning Toolbox of the CFD Solver TRACE. AI4aerospace, 2023-05-30, Paris.

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Abstract

The presentation shall give an overview over the machine learning interface of the flow solver TRACE, developed at the Institute of Propulsion of the German Aerospace Center (DLR) as well as recent work and results achieved using it. Firstly, focus is laid on the general philosophy of augmenting turbulence models using data-driven methods. Secondly, features and design of the TRACE machine learning toolbox are presented. Lastly, a selection of recent results is shown

Item URL in elib:https://elib.dlr.de/201711/
Document Type:Conference or Workshop Item (Speech)
Title:Data-driven Turbulence Modelling with the Machine Learning Toolbox of the CFD Solver TRACE
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Bleh, AlexanderUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Date:30 May 2023
Refereed publication:No
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Machine Learning, Turbulence Modelling, CFD, Fieldinversion
Event Title:AI4aerospace
Event Location:Paris
Event Type:Workshop
Event Date:30 May 2023
Organizer:ONERA/DLR
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:Clean Propulsion
DLR - Research area:Aeronautics
DLR - Program:L CP - Clean Propulsion
DLR - Research theme (Project):L - Virtual Engine
Location: Köln-Porz
Institutes and Institutions:Institute of Propulsion Technology > Numerical Methodes
Deposited By: Bleh, Alexander
Deposited On:03 Jan 2024 15:17
Last Modified:24 Apr 2024 21:02

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