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Field inversion and Gene Expression Programming for data driven Turbulence Modelling

Bleh, Alexander and Nishi, Yasunari and Safayet, Rifat and Grabe, Cornelia and Knopp, Tobias (2023) Field inversion and Gene Expression Programming for data driven Turbulence Modelling. Deutscher Luft- und Raumfahrt Kongress 2023, 2023-09-19 - 2023-09-21, Stuttgart. doi: 10.5281/zenodo.17657935.

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Abstract

The presentation shows results from the DLR project AdaMant. Recent progress in the field of data-driven turbulence modelling achieved at the participating DLR institutes is outlined. The methods used include gradient-based approaches such as field inversion and direct field inversion as well as gene expression programming. Attention was also paid to the consideration of non-local effects in the ansatz functions.

Item URL in elib:https://elib.dlr.de/201712/
Document Type:Conference or Workshop Item (Speech)
Title:Field inversion and Gene Expression Programming for data driven Turbulence Modelling
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Bleh, AlexanderAlexander.Bleh (at) dlr.deUNSPECIFIEDUNSPECIFIED
Nishi, YasunariYasunari.Nishi (at) dlr.deUNSPECIFIEDUNSPECIFIED
Safayet, Rifatsafayet.rifat (at) dlr.deUNSPECIFIEDUNSPECIFIED
Grabe, Corneliacornelia.grabe (at) dlr.deUNSPECIFIEDUNSPECIFIED
Knopp, Tobiastobias.knopp (at) dlr.dehttps://orcid.org/0000-0002-3161-5353UNSPECIFIED
Date:19 September 2023
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
DOI:10.5281/zenodo.17657935
Status:Published
Keywords:Machine Learning, CFD, Turbulence Modelling
Event Title:Deutscher Luft- und Raumfahrt Kongress 2023
Event Location:Stuttgart
Event Type:national Conference
Event Start Date:19 September 2023
Event End Date:21 September 2023
Organizer:DGLR
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, L - Virtual Aircraft and  Validation
Location: Dresden , Göttingen , Köln-Porz
Institutes and Institutions:Institute of Propulsion Technology > Numerical Methodes
Institute for Aerodynamics and Flow Technology > CASE, GO
Institute of Software Methods for Product Virtualization > Enabling Software Technologies
Deposited By: Bleh, Alexander
Deposited On:03 Jan 2024 15:17
Last Modified:15 Dec 2025 20:10

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