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
Link To Document :
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