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