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
Link To Document :
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