Stochastic Metamodel for Probability of Detection Estimation of Eddy-Current Testing Problem in Random Geometric

被引:1
|
作者
Abdelli, D. E. [1 ]
Nguyen, T. T. [2 ]
Clenet, S. [2 ]
Cheriet, A. [1 ]
机构
[1] Univ Biskra, LGEB, Biskra 07000, Algeria
[2] Univ Lille, Arts & Metiers Paris Tech, Cent Lille, EA 2697 L2EP,HEI, F-59000 Lille, France
关键词
Eddy-current testing (ECT); finite-volume (FV) method; least-angle regression (LAR) method; probability of detection (POD); stochastic model;
D O I
10.1109/TMAG.2019.2893421
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The calculation of the probability of detection in non-destructive eddy-current testing requires the solution of a stochastic model requiring numerous calls of a numerical model leading to a huge computation time. To reduce this computation time, we propose in this paper to combine either the use of a stochastic metamodel or a mapping which avoids the remeshing step. The stochastic metamodel is constructed using the least-angle regression method. This approach is tested on an axisymmetric problem with six random input paramters which shows its efficiency and its accuracy.
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页数:4
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