• DocumentCode
    1354193
  • Title

    A Framework for the Solution of Inverse Radiation Transport Problems

  • Author

    Mattingly, John ; Mitchell, Dean J.

  • Author_Institution
    Sandia Nat. Labs., Albuquerque, NM, USA
  • Volume
    57
  • Issue
    6
  • fYear
    2010
  • Firstpage
    3734
  • Lastpage
    3743
  • Abstract
    Radiation sensing applications for SNM detection, identification, and characterization all face the same fundamental problem: each to varying degrees must infer the presence, identity, and configuration of a radiation source given a set of radiation signatures. This is a problem of inverse radiation transport: given the outcome of a measurement, what source terms and transport medium caused that observation? This paper presents a framework for solving inverse radiation transport problems, describes its essential components, and illustrates its features and performance. The framework implements an implicit solution to the inverse transport problem using deterministic neutron, electron, and photon transport calculations embedded in a Levenberg-Marquardt nonlinear optimization solver. The solver finds the layer thicknesses of a one-dimensional transport model by minimizing the difference between the gamma spectrum calculated by deterministic transport and the measured gamma spectrum. The fit to the measured spectrum is a full-spectrum analysis-all spectral features are modeled, including photopeaks and continua from spontaneous and induced photon emissions. An example problem is solved by analyzing a high-resolution gamma spectrometry measurement of plutonium metal.
  • Keywords
    gamma-ray detection; gamma-ray spectroscopy; inverse problems; plutonium; radiative transfer; 1D transport model; Levenberg-Marquardt nonlinear optimization solver; SNM detection; deterministic electron transport calculation; deterministic neutron transport calculation; deterministic photon transport calculation; gamma spectrum; high-resolution gamma spectrometry; induced photon emission; inverse radiation transport problem; plutonium metal; radiation sensing; source terms; spontaneous photon emission; transport medium; Computational modeling; Inverse problems; Leakage current; Neutrons; Radiation detectors; Spectral analysis; Inverse problems; radiation detector; spectral analysis;
  • fLanguage
    English
  • Journal_Title
    Nuclear Science, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9499
  • Type

    jour

  • DOI
    10.1109/TNS.2010.2076371
  • Filename
    5604715