Title :
Maximum-Likelihood Deconvolution in the Spatial and Spatial-Energy Domain for Events With Any Number of Interactions
Author :
Wang, Weiyi ; Wahl, Christopher G. ; Jaworski, Jason M. ; He, Zhong
Author_Institution :
Dept. of Nucl. Eng. & Radiol. Sci., Univ. of Michigan, Ann Arbor, MI, USA
fDate :
4/1/2012 12:00:00 AM
Abstract :
In previous works, maximum-likelihood expectation-maximization deconvolution for two-interaction events within a single CdZnTe detector with dimensions of was implemented. This deconvolution method is capable of estimating the source image for each energy range as well as the incident spectrum for each direction around the detector. To improve the detection efficiency and the image resolution, we have built a four-detector array system; each detector has dimensions of . Using this detector-array system, from a Co-60 measurement, 41.5% of recorded events in the energy window from 1100 keV to 1200 keV are two-interaction events. The goal of this work is to increase the efficiency of this deconvolution algorithm by extending the calculation of the system response functions to events with other number of interactions. We first analytically extend the system response function calculation to three-interaction events by deriving the probability density function, considering the measurement noise, and integrating over the digitization and pixelation volume. The system response function is then simplified, modularized, and extrapolated to events with other numbers of interactions from an array system. By including events with any number of interactions in the system model, imaging makes use of all recorded events, and the angular resolution is improved. This deconvolution algorithm is applicable to any gamma-ray detector system that has the capability of recording 3D interaction location and energy deposition for each interaction.
Keywords :
cameras; deconvolution; expectation-maximisation algorithm; gamma-ray detection; image resolution; position sensitive particle detectors; probability; semiconductor counters; 3D interaction location; 3D-position-sensitive gamma-ray detectors; CdZnTe detector; Co-60 measurement; Compton camera; angular resolution; deconvolution algorithm; detection efficiency; digitization volume; energy deposition; energy range; energy window; four-detector array system; image resolution; incident spectrum; maximum-likelihood expectation-maximization deconvolution; measurement noise; pixelation volume; probability density function; source image estimation; spatial-energy domain; system model; system response function calculation; three-interaction events; two-interaction events; Arrays; Deconvolution; Detectors; Materials; Maximum likelihood detection; Photonics; Uncertainty; Cadmium zinc telluride; Compton camera; detector array; image reconstruction; maximum likelihood expectation maximization; system response function;
Journal_Title :
Nuclear Science, IEEE Transactions on
DOI :
10.1109/TNS.2012.2183384