IEEE Transactions on Nuclear Science · 2011 · 30 citations · 16 references
EngineeringNuclear EngineeringNuclear MedicineRadiation DetectionRadiation MeasurementSensor FusionDetector TechnologyMaximum Likelihood EstimationRadiation Detector ArraysRadiation DetectorsRadiation Imaging DetectorsRadiation Imaging SystemsCompton DetectorsDetectorsMulti-sensor Data FusionMulti-sensor FusionRadiation Source LocalizationRadiological Source LocalizationSource EstimationSource Parameter Estimation
We derive source parameter estimation algorithms based on maximum likelihood estimation (MLE) for a system of non-directional (scintillator) and directional (CZT based Compton) radiation detectors. For multiple non-directional detectors, the joint likelihood of registered counts is maximized to estimate the source parameters. For directional detectors, the well-known List Mode Maximum Likelihood Expectation Maximization (MLEM) algorithm is extended to fuse information from multiple detectors and locate the source in Cartesian coordinates. We then develop multi-sensor fusion algorithms for a system of non-directional and directional detectors by combining MLE and MLEM algorithms. Results are presented which illustrate the behavior and performance of our proposed approaches.
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List-mode maximum likelihood reconstruction of Compton scatter camera images in nuclear medicine
S.J. Wilderman, N.H. Clinthorne, Jeffrey A. Fessler et al. · 1998 IEEE Nuclear Science Symposium Conference Record. 1998 IEEE Nuclear Science Symposium and Medical Imaging Conference (Cat. No.98CH36255) · 2002 · 166 citations · Full text