• DocumentCode
    1605227
  • Title

    Inversion and sensitivity analysis of GPR data with waveguide dispersion using Markov Chain Monte Carlo simulation

  • Author

    Bikowski, Jutta ; Van der Kruk, Jan ; Huisman, Johan A. ; Vereecken, Harry ; Vrugt, Jasper A.

  • Author_Institution
    Inst. of Chem. & Dynamics of the Geosphere, Agrosphere, Res. Center Julich, Julich, Germany
  • fYear
    2010
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    GPR data with waveguide dispersion are known to be very difficult to interpret using traditional inversion methods. Recently, an algorithm was developed that inverts dispersive GPR data using dispersion curves. Here we analyze the sensitivity of this algorithm, and determine posterior probability density functions of the inverted parameters using Markov Chain Monte Carlo simulation. This method is especially designed to work well in the presence of measurement and model error, and is applied to measured CMP data assuming a two layered subsurface. Lower frequencies determine the inverted permittivity of the lower halfspace, whereas higher frequencies contain information about the waveguide height and its permittivity. Removing the beginning or end of the dispersion curve significantly increases parameter uncertainty.
  • Keywords
    Markov processes; Monte Carlo methods; dispersion (wave); ground penetrating radar; permittivity; probability; CMP data; GPR data; Markov chain Monte Carlo simulation; dispersion curves; inverted parameters; inverted permittivity; lower frequency; parameter uncertainty; posterior probability density functions; sensitivity analysis; waveguide dispersion; Dispersion; Frequency measurement; Ground penetrating radar; Inverse problems; Monte Carlo methods; Permittivity measurement; Probability density function; Sampling methods; Sensitivity analysis; Uncertainty; DREAM; GPR inversion; component; dispersion; dispersion curve; posterior distribution; uncertainties;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Ground Penetrating Radar (GPR), 2010 13th International Conference on
  • Conference_Location
    Lecce
  • Print_ISBN
    978-1-4244-4604-9
  • Electronic_ISBN
    978-1-4244-4605-6
  • Type

    conf

  • DOI
    10.1109/ICGPR.2010.5550147
  • Filename
    5550147