• DocumentCode
    168855
  • Title

    SVD analysis of GPR full-wave inversion

  • Author

    Watson, Fraser ; Lionheart, Wrb

  • Author_Institution
    Sch. of Math., Univ. of Manchester, Manchester, UK
  • fYear
    2014
  • fDate
    June 30 2014-July 4 2014
  • Firstpage
    484
  • Lastpage
    490
  • Abstract
    Full-wave inversion (FWI) is an imaging approach in which we find the quantitative subsurface parameters (such as the dielectric permittivity) which would best fit the recorded GPR data. This optimisation problem is nonlinear and ill-posed, and there have been numerous successes in applying FWI to GPR data. The dominant properties of the FWI inversion process can be observed in the Jacobian matrix of partial derivatives of the forward map for each acquisition system. Here, we use singular value decomposition (SVD) as a tool to analyse the Jacobian, to help us understand what a given acquisition system is capable of imaging. We believe FWI could have great benefits in anti-personnel landmine detection, primarily because the additional quantitative information gained could help to reduce the rate of false positives. For humanitarian de-mining there is a need to produce cheaper hand-portable GPR equipment.We therefore ask whether a small array is suitable for FWI, if taking more measurements can compensate for a lack of multi-offset data, using singular value decomposition as a tool to guide our answer.
  • Keywords
    Jacobian matrices; ground penetrating radar; landmine detection; optimisation; permittivity; singular value decomposition; FWI inversion process; GPR full-wave inversion; Jacobian matrix; SVD; antipersonnel landmine detection; dielectric permittivity; dominant properties; hand-portable GPR equipment; optimisation problem; partial derivatives; quantitative information; singular value decomposition; subsurface parameters; Jacobian matrices; Q measurement; Full-wave inversion (FWI); landmine detection; singular value decomposition (SVD);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Ground Penetrating Radar (GPR), 2014 15th International Conference on
  • Conference_Location
    Brussels
  • Type

    conf

  • DOI
    10.1109/ICGPR.2014.6970472
  • Filename
    6970472