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Surrogate Modeling of Ultrasonic Nondestructive Evaluation Simulations

Authors :
Jacob Siegler
Slawomir Koziel
Adrian Bekasiewicz
Leifur Leifsson
Robert J. Grandin
Source :
ICCS
Publication Year :
2016
Publisher :
Elsevier BV, 2016.

Abstract

Ultrasonic testing (UT) is used to detect internal flaws in materials or to characterize material properties. Computational simulations are an important part of the UT process. Fast models are essential for UT applications such as inverse design or model-assisted probability of detection. This paper presents investigations of using surrogate modeling techniques to create fast approximate models of UT simulator responses. In particular, we propose to use data-driven surrogate modeling techniques (kriging interpolation), and physics-based surrogate modeling techniques (space mapping), as well a mixture of the two approaches. These techniques are investigated for two cases involving UT simulations of metal components immersed in a water bath during the inspection process.

Details

ISSN :
18770509
Volume :
80
Database :
OpenAIRE
Journal :
Procedia Computer Science
Accession number :
edsair.doi.dedup.....b901c49014164a7ba568c6af662864d3
Full Text :
https://doi.org/10.1016/j.procs.2016.05.418