• DocumentCode
    394054
  • Title

    Multigrid inversion algorithms with applications to optical diffusion tomography

  • Author

    Oh, Seungseok ; Milstein, Adam B. ; Bouman, Charles A. ; Webb, Kevin J.

  • Author_Institution
    Sch. of Electr. & Comput. Eng., Purdue Univ., West Lafayette, IN, USA
  • Volume
    1
  • fYear
    2002
  • fDate
    3-6 Nov. 2002
  • Firstpage
    901
  • Abstract
    In this paper, we propose a general framework for nonlinear multigrid inversion applicable to any inverse problem in which the forward model can be naturally represented at differing resolutions. In multigrid inversion, the problem is adjusted at each resolution by using the solutions at both finer and coarser resolutions. To do this, we formulate a consistent set of cost functional across resolutions. At each resolution, both the forward and inverse problems are discretized at the lower resolution; thus reducing computation. Simulation results for the problem of optical diffusion tomography indicate that multigrid inversion can dramatically reduce computation in this application.
  • Keywords
    image resolution; inverse problems; optical tomography; partial differential equations; ODT; PDE; convergence stability; cost functionals; inverse problem; multigrid inversion algorithm; optical diffusion tomography; partial differential equation; stabilizing functionals; Application software; Biomedical optical imaging; Computational modeling; Computer applications; Cost function; Grid computing; Inverse problems; Nonlinear optics; Optimization methods; Tomography;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 2002. Conference Record of the Thirty-Sixth Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA, USA
  • ISSN
    1058-6393
  • Print_ISBN
    0-7803-7576-9
  • Type

    conf

  • DOI
    10.1109/ACSSC.2002.1197307
  • Filename
    1197307