• DocumentCode
    1428061
  • Title

    Solution of Inverse Problems in Nondestructive Testing by a Kriging-Based Surrogate Model

  • Author

    Bilicz, Sándor ; Lambert, Marc ; Gyimóthy, Szabolcs ; Pávó, József

  • Author_Institution
    Budapest Univ. of Technol. & Econ., Budapest, Hungary
  • Volume
    48
  • Issue
    2
  • fYear
    2012
  • Firstpage
    495
  • Lastpage
    498
  • Abstract
    The inverse problems of electromagnetic nondestructive testing are often solved via the solution of several forward problems. For the latter, precise numerical simulators are available in most of the cases, but the associated computational cost is usually high. Surrogate models (or metamodels)-which are getting more and more widespread in electromagnetics-might be promising alternatives to heavy simulations. Traditionally, such surrogates are used to replace the forward model. However, in this paper the direct use of surrogate models for the solution of inverse problems is studied and illustrated via eddy-current testing examples.
  • Keywords
    eddy current testing; inverse problems; numerical analysis; statistical analysis; Kriging-based surrogate model; eddy current; electromagnetic nondestructive testing; forward problems; inverse problems; metamodels; numerical simulators; Adaptation models; Coils; Computational modeling; Databases; Interpolation; Inverse problems; Optimization; Eddy-current testing; inverse problem; kriging; nondestructive evaluation; surrogate modeling;
  • fLanguage
    English
  • Journal_Title
    Magnetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9464
  • Type

    jour

  • DOI
    10.1109/TMAG.2011.2172196
  • Filename
    6136594