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

Research output: Contribution to conferencesAbstractContributedpeer-review

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

Original languageEnglish
Pages16-17
Publication statusPublished - 4 Jun 2025
Peer-reviewedYes

Conference

Title2nd HISTRATE Conference
SubtitleAdvanced Composites under High Strain Rate Loading - A Route to Certification-by-Analysis
Abbreviated titleHISTRATE Conference 2025
Conference number2
Duration4 - 5 June 2025
Website
LocationUniversity of Basque Country
CitySan Sebastian
CountrySpain

External IDs

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

Keywords