Strain rate dependent 3D shear characteristics of thermoplastic FRC – Experiments, modelling and analysis by machine learning

Publikation: Beitrag zu KonferenzenAbstractBeigetragenBegutachtung

Abstract

A glass fibre reinforced thermoplastic textile composite material is characterized in terms of its strain rate dependent 3D shear deformation behaviour. However, the highly non-linear material response prevents an evaluation by means of established, brittle nature based composite material parameters. Besides the attempt to extract engineering constants at fixed strain values (moduli, strengths), a data-driven approach is deducted enabling the modelling of the stress-strain response at different shear strain rate levels. It is used to generate virtual data to train a machine learning model capable of extracting modelling parameters from experimental results.

Details

OriginalspracheEnglisch
Seiten16-17
PublikationsstatusVeröffentlicht - 4 Juni 2025
Peer-Review-StatusJa

Konferenz

Titel2nd HISTRATE Conference
UntertitelAdvanced Composites under High Strain Rate Loading - A Route to Certification-by-Analysis
KurztitelHISTRATE Conference 2025
Veranstaltungsnummer2
Dauer4 - 5 Juni 2025
Webseite
OrtUniversity of Basque Country
StadtSan Sebastian
LandSpanien

Externe IDs

ORCID /0000-0003-2653-7546/work/191036125
ORCID /0000-0003-1370-064X/work/191038200
ORCID /0000-0002-0169-8602/work/191040121

Schlagworte