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Advanced fracture mechanics: Integrating digital image correlation, explainable machine learning, and symbolic regression

Melching, David and Talies, Jesco and Strohmann, Tobias and Paysan, Florian and Dietrich, Eric and Requena, Guillermo and Breitbarth, Eric (2025) Advanced fracture mechanics: Integrating digital image correlation, explainable machine learning, and symbolic regression. 18th International Conference on Computational Plasticity (COMPLAS 2025), 2025-09-02 - 2025-09-05, Barcelona, Spanien.

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Item URL in elib:https://elib.dlr.de/217529/
Document Type:Conference or Workshop Item (Speech)
Title:Advanced fracture mechanics: Integrating digital image correlation, explainable machine learning, and symbolic regression
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Melching, DavidDavid.Melching (at) dlr.dehttps://orcid.org/0000-0001-5111-6511UNSPECIFIED
Talies, Jescojesco.talies (at) dlr.dehttps://orcid.org/0009-0000-0786-7908UNSPECIFIED
Strohmann, TobiasTobias.Strohmann (at) dlr.deUNSPECIFIEDUNSPECIFIED
Paysan, FlorianFlorian.Paysan (at) dlr.deUNSPECIFIEDUNSPECIFIED
Dietrich, EricEric.Dietrich (at) dlr.deUNSPECIFIEDUNSPECIFIED
Requena, GuillermoGuillermo.Requena (at) dlr.deUNSPECIFIEDUNSPECIFIED
Breitbarth, EricEric.Breitbarth (at) dlr.dehttps://orcid.org/0000-0002-3479-9143UNSPECIFIED
Date:2025
Refereed publication:No
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Bruchmechanik, KI, Robotik, Symbolische Regression
Event Title:18th International Conference on Computational Plasticity (COMPLAS 2025)
Event Location:Barcelona, Spanien
Event Type:international Conference
Event Start Date:2 September 2025
Event End Date:5 September 2025
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:Components and Systems
DLR - Research area:Aeronautics
DLR - Program:L CS - Components and Systems
DLR - Research theme (Project):L - Structural Materials and Design
Location: Köln-Porz
Institutes and Institutions:Institute of Materials Research > Metallic and Hybrid Materials
Deposited By: Melching, David
Deposited On:29 Oct 2025 11:19
Last Modified:03 Dec 2025 10:06

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