• DocumentCode
    3524849
  • Title

    Radioactive source estimation using a system of directional and non-directional detectors

  • Author

    Deb, Budhaditya ; Ross, J.A.F. ; Hartman, Michael J.

  • Author_Institution
    Adv. Commun. Syst. Lab., GE Global Res., Niskayuna, NY, USA
  • fYear
    2010
  • fDate
    Oct. 30 2010-Nov. 6 2010
  • Firstpage
    59
  • Lastpage
    66
  • Abstract
    We derive Maximum Likelihood based source estimation algorithms for a system of Non-Directional (CsI based scintillation detectors) and Directional (CZT based Compton detectors) radiation detectors. For multiple non-directional detectors, source is estimated by grid search on the joint log-likelihood of registered counts to find the MLE. For directional detectors, the well-known List Mode Maximum Likelihood Expectation Maximization Algorithm (MLEM) is extended to fuse information from multiple detectors and estimate the source in cartesian coordinates. Here, the angular event likelihoods from Compton scattering are projected into a common Cartesian grid followed by List Mode MLEM computations. We also derive multi-sensor fusion algorithms for a mix of both non-directional and directional detectors using combinations of MLE and MLEM methods. Results are presented which illustrate the behavior and performance of our proposed approaches.
  • Keywords
    maximum likelihood estimation; radioactive sources; solid scintillation detectors; Cartesian grid; Compton scattering; Csl based scintillation detector; cartesian coordinate; directional detector; joint log-likelihood algorithm; list mode MLEM computation; maximum likelihood based source estimation algorithm; maximum likelihood expectation maximization algorithm; multisensor fusion algorithm; nondirectional detector; radiation detector; radioactive source estimation; Detectors; Equations; Maximum likelihood estimation; Pixel; Position measurement; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nuclear Science Symposium Conference Record (NSS/MIC), 2010 IEEE
  • Conference_Location
    Knoxville, TN
  • ISSN
    1095-7863
  • Print_ISBN
    978-1-4244-9106-3
  • Type

    conf

  • DOI
    10.1109/NSSMIC.2010.5873717
  • Filename
    5873717