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Characterization of a 3D defect using the expected improvement algorithm

Sándor Bilicz (Laboratoire des Signaux et Systèmes UMR8506, CNRS‐SUPELEC‐Univ. Paris‐Sud, Gif‐sur‐Yvette, France Budapest University of Technology and Economics, Budapest, Hungary)
Emmanuel Vazquez (SUPELEC, Gif‐sur‐Yvette, France)
Marc Lambert (Laboratoire des Signaux et Systèmes UMR8506, CNRS‐SUPELEC‐Université Paris‐Sud, Gif‐sur‐Yvette, France)
Szabolcs Gyimóthy (Budapest University of Technology and Economics, Budapest, Hungary)
József Pávó (Budapest University of Technology and Economics, Budapest, Hungary)

Abstract

Purpose

The purpose of this paper is to provide a new methodology for the characterization of a defect by eddy‐current testing (ECT). The defect is embedded in a conductive non‐magnetic plate and the measured data are the impedance variation of an air‐cored probe coil scanning above the top of the plate.

Design/methodology/approach

The inverse problem of defect characterization is solved by an iterative global optimization process. The strategy of the iterations is the kriging‐based expected improvement (EI) global optimization algorithm. The forward problem is solved numerically, using a volume integral approach.

Findings

The proposed method seems to be efficient in the light of the presented numerical results. Further investigation and comparison to other methods are still needed.

Originality/value

This is believed to be the first time when the EI algorithm has been used to solve an inverse problem related to the ECT.

Keywords

Citation

Bilicz, S., Vazquez, E., Lambert, M., Gyimóthy, S. and Pávó, J. (2009), "Characterization of a 3D defect using the expected improvement algorithm", COMPEL - The international journal for computation and mathematics in electrical and electronic engineering, Vol. 28 No. 4, pp. 851-864. https://doi.org/10.1108/03321640910958964

Publisher

:

Emerald Group Publishing Limited

Copyright © 2009, Emerald Group Publishing Limited

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