Kriging for Eddy-Current Testing Problems

被引:10
作者
Bilicz, Sandor [1 ,2 ]
Vazquez, Emmanuel
Gyimothy, Szabolcs [2 ]
Pavo, Jozsef [2 ]
Lambert, Marc [1 ]
机构
[1] Univ Paris Sud, Dept Rech Electromagnetisme, Signaux & Syst Lab, CNRS,SUPELEC,UMR8506, F-91192 Gif Sur Yvette, France
[2] Budapest Univ Technol & Econ, H-1521 Budapest, Hungary
关键词
Eddy-current testing; functional kriging; simulator approximation;
D O I
10.1109/TMAG.2010.2043418
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
Accurate numerical simulation of Eddy-Current Testing (ECT) experiments usually requires large computational efforts. So, a natural idea is to build a cheap approximation of the expensive-to-run simulator. This paper presents an approximation method based on functional kriging. Kriging is widely used in other domains, but is still unused in the ECT community. Its main idea is to build a random process model of the simulator. The extension of kriging to the case of functional output data (which is the typical case in ECT) is a recent development of mathematics. The paper introduces functional kriging and illustrates its performance via numerical examples using an ECT simulator based on a surface integral method. A comparison with other classical data interpolation methods is also carried out.
引用
收藏
页码:3165 / 3168
页数:4
相关论文
共 9 条
[1]   Characterization of a 3D defect using the expected improvement algorithm [J].
Bilicz, Sandor ;
Vazquez, Emmanuel ;
Lambert, Marc ;
Gyimothy, Szabolcs ;
Pavo, Jozsef .
COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2009, 28 (04) :851-864
[2]  
Buhmann M.D., 2003, C MO AP C M, V12, P259, DOI 10.1017/CBO9780511543241
[3]  
Chiles Jean-Paul, 2009, Geostatistics: Modeling Spatial Uncertainty, V497
[4]  
DELICADO P, 2009, ENVIRONMETRICS
[5]  
Giraldo R., 2007, Geostatistics for functional data: An ordinary kriging approach
[6]   Kriging metamodeling in simulation: A review [J].
Kleijnen, Jack P. C. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 192 (03) :707-716
[7]   Kriging: A useful, tool for electromagnetic device optimization [J].
Lebensztajn, L ;
Marretto, CAR ;
Costa, MC ;
Coulomb, JL .
IEEE TRANSACTIONS ON MAGNETICS, 2004, 40 (02) :1196-1199
[8]   Calculation of eddy current testing probe signal with global approximation [J].
Pávó, J ;
Lesselier, D .
IEEE TRANSACTIONS ON MAGNETICS, 2006, 42 (04) :1419-1422
[9]  
Sykulski JK, 2007, PRZ ELEKTROTECHNICZN, V83, P13