• DocumentCode
    3116363
  • Title

    Particle optimization with metamodel for crack characterization

  • Author

    Douvenot, Rémi ; Lambert, Marc ; Lesselier, Dominique

  • Author_Institution
    Dept. de Rech. en Electromagn., Univ. Paris Sud 11, Gif-sur-Yvette, France
  • fYear
    2010
  • fDate
    16-19 Aug. 2010
  • Firstpage
    887
  • Lastpage
    890
  • Abstract
    A new inverse method for real time eddy current testing is introduced. It is based on particle swarm optimization coupled with a metamodel. This metamodel is generated by interpolating data from an adaptive database. Linear and radial basis function interpolations are compared as means to generate the metamodel. The inverse method gives a result combined with an approximation of the likelihood function to help for decision analysis. It is finally compared to a state-of-art inverse method using support vector machine on a 3D case on simulated data with very promising results.
  • Keywords
    approximation theory; crack detection; eddy current testing; interpolation; inverse problems; particle swarm optimisation; radial basis function networks; adaptive database; crack characterization; data interpolation; decision analysis; inverse method; likelihood function approximation; linear basis function interpolation; metamodel; particle swarm optimization; radial basis function interpolation; real time eddy current testing; Databases; Electron tubes; Interpolation; Inverse problems; Permeability; Support vector machines;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electromagnetic Theory (EMTS), 2010 URSI International Symposium on
  • Conference_Location
    Berlin
  • Print_ISBN
    978-1-4244-5155-5
  • Electronic_ISBN
    978-1-4244-5154-8
  • Type

    conf

  • DOI
    10.1109/URSI-EMTS.2010.5637338
  • Filename
    5637338