ǂa ǂnovel two-stage error propagation model based on stereo DIC system uncertainty
Andraž Maček (Avtor), Bojan Starman (Avtor), Sam Coppieters (Avtor), Janez Urevc (Avtor), Miroslav Halilovič (Avtor)

Povzetek

Digital image correlation (DIC) is a powerful tool for characterising materials and determining material model parameters. To assess the reliability of the full-field measurement-based inverse identification procedures, it is crucial to investigate the impact of the measurement errors on the identified material model parameters. Literature indicates that conventional error propagation models, which rely on Gaussian noise-contaminated data, significantly overestimate the confidence for inversely identified material model parameters, resulting in misleadingly narrow confidence intervals. A more precise assessment of systematic errors originating from the experimental setup leads to an improved prediction of the confidence intervals, but this requires specific information about the DIC equipment, post-processing details, and a skilled experimentalist. In this work, we propose an alternative two-stage error propagation model that yields more realistic confidence interval predictions based solely on a database of past mechanical experiments conducted with the specific stereo DIC system set up in a particular way. We have validated the proposed procedure numerically using the open-hole test and an orthotropic elastic material model. Our predictions reveal a non-Gaussian probability distribution of the inversely identified material model parameters, with confidence intervals considerably wider than those obtained by considering random Gaussian noise. Furthermore, these predictions were experimentally validated in an extensive experimental campaign investigating a pultruded carbon fibre epoxy composite. .

Ključne besede

confidence intervals;nncertainty;full-field measurements;digital image correlation;mechanical testing;heterogeneous test;

Podatki

Jezik: Angleški jezik
Leto izida:
Tipologija: 1.01 - Izvirni znanstveni članek
Organizacija: UL FS - Fakulteta za strojništvo
UDK: 620.1/2:004.932
COBISS: 176555011 Povezava se bo odprla v novem oknu
ISSN: 0143-8166
Št. ogledov: 186
Št. prenosov: 32
Ocena: 0 (0 glasov)
Metapodatki: JSON JSON-RDF JSON-LD TURTLE N-TRIPLES XML RDFA MICRODATA DC-XML DC-RDF RDF

Ostali podatki

Sekundarni jezik: Slovenski jezik
Sekundarne ključne besede: intervali zaupanja;negotovost;polje deformacij;korelacija digitalnih slik;mehanično testiranje;heterogeni test;
Vrsta dela (COBISS): Članek v reviji
Strani: str. 1-11
Letnik: ǂVol. ǂ174
Zvezek: [article no.] 107958
Čas izdaje: Mar. 2024
DOI: 10.1016/j.optlaseng.2023.107958
ID: 21548254