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Surrogate Modeling of Ultrasonic Nondestructive Evaluation Simulations
- 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.
- Subjects :
- Computer science
Nondestructive evaluation
02 engineering and technology
01 natural sciences
Metal
Kriging
Nondestructive testing
0103 physical sciences
0202 electrical engineering, electronic engineering, information engineering
inverse design
Simulation
Computer Science::Information Theory
General Environmental Science
010302 applied physics
business.industry
model-assisted probability of detection
Ultrasonic testing
Process (computing)
020206 networking & telecommunications
Space mapping
surrogate modeling
mixed modeling
kriging interpolation
visual_art
visual_art.visual_art_medium
General Earth and Planetary Sciences
space mapping
ultrasonic testing
Material properties
business
Algorithm
Subjects
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