• DocumentCode
    3471854
  • Title

    Fisher information analysis in microwave tomography

  • Author

    Nordebo, Sven ; Fhager, Andreas ; Gustafsson, Mats ; Nilsson, Börje

  • Author_Institution
    Sch. of Math. & Syst. Eng., Vaxjo Univ., Vaxjo, Sweden
  • fYear
    2009
  • fDate
    13-16 Dec. 2009
  • Firstpage
    217
  • Lastpage
    220
  • Abstract
    The purpose of this paper is to give an overview of some recent developments and future potentials regarding Fisher information analysis in microwave tomography. In particular, the Fisher Information integral Operator (FIO) is defined using the Fre¿chet derivative, yielding a gradient based formulation which is useful in connection with analytical Green´s function techniques, as well as with numerical adjoint field analysis techniques. It is also explained how the infinite-dimensional formulation has several conceptual and numerical advantages over the finite-dimensional Fisher Information Matrix (FIM) analysis approach for inverse scattering problems. Important application areas are with FIO resolution analysis for inverse scattering problems and parameter sensitivity analysis and preconditioning for gradient based inverse scattering algorithms.
  • Keywords
    Green´s function methods; gradient methods; inverse problems; matrix algebra; microwave imaging; FIM; FIO; Fisher information analysis; Fisher information integral operator; Frechet derivative; Green´s function techniques; finite-dimensional Fisher information matrix; gradient based formulation; infinite-dimensional formulation; inverse scattering algorithms; inverse scattering problems; microwave tomography; numerical adjoint field analysis techniques; parameter sensitivity analysis; Algorithm design and analysis; Conferences; Information analysis; Inverse problems; Mathematics; Permittivity; Scattering; Sensitivity analysis; Systems engineering and theory; Tomography;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2009 3rd IEEE International Workshop on
  • Conference_Location
    Aruba, Dutch Antilles
  • Print_ISBN
    978-1-4244-5179-1
  • Electronic_ISBN
    978-1-4244-5180-7
  • Type

    conf

  • DOI
    10.1109/CAMSAP.2009.5413296
  • Filename
    5413296