DocumentCode
2909918
Title
Multistart optimisation algorithm for joint spatial and kinetic parameter estimation in dynamic ECT
Author
Maltz, J.S. ; Polak, E. ; Budinger, T.F.
Author_Institution
Centre for Functional Imaging, Lawrence Berkeley Lab., CA, USA
Volume
3
fYear
1998
fDate
1998
Firstpage
1567
Abstract
Presents a multistart optimisation algorithm for the joint estimation of spatial and kinetic parameters for dynamic emission computed tomography (ECT) studies in which tomographic projections are sampled serially in time. Parameter estimation is effected using a projected descent algorithm which refines initial parameter states generated stochastically via simulated annealing. The exponential kinetics of the compartmental model are approximated using an orthogonal basis set which reduces the dimensionality of the parameter space and addresses the problem of the non-uniqueness of exponential sums. The algorithm produces encouraging results when used to fit a five elliptical region single compartment model to the sinogram (obtained over a single camera rotation) of a dynamic phantom
Keywords
emission tomography; modelling; parameter estimation; simulated annealing; dynamic ECT; five elliptical region single compartment model; kinetic parameter estimation; medical diagnostic imaging; multistart optimisation algorithm; nuclear medicine; orthogonal basis set; projected descent algorithm; serially sampled tomographic projections; single camera rotation; sinogram; spatial parameter estimation; stochastically-generated initial parameter states; Cameras; Computational modeling; Computed tomography; Electrical capacitance tomography; Kinetic theory; Myocardium; Parameter estimation; Shape; Simulated annealing; Solid modeling;
fLanguage
English
Publisher
ieee
Conference_Titel
Nuclear Science Symposium, 1998. Conference Record. 1998 IEEE
Conference_Location
Toronto, Ont.
ISSN
1082-3654
Print_ISBN
0-7803-5021-9
Type
conf
DOI
10.1109/NSSMIC.1998.773842
Filename
773842
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