DocumentCode :
2318209
Title :
Equivalent cardiac dipole localization from ECG data using proper orthogonal decomposition
Author :
Aitidis, I. ; Gogou, E. ; Bonovas, P. ; Panagiotidis, H. ; Kyriacou, G.
Author_Institution :
Dept. of Electr. & Comput. Eng., Democritus Univ. of Thrace, Xanthi, Greece
fYear :
2011
fDate :
5-7 Oct. 2011
Firstpage :
1
Lastpage :
4
Abstract :
The effort in this paper is concentrated on the localization of the equivalent heart source from the measured ECG data blending the efficiency of Finite Element Method (FEM) and the added speed of Proper Orthogonal Decomposition (POD). The chief idea is to solve a fine discretized forward eigenproblem which in turn is reduced in dimension with the aid of POD. For every forward problem iteration the voltage, only, within a small box is expressed through FEM. Voltage POD expansion is used for the remaining Human torso computational domain. To enforce continuity between the two areas a Dirichlet-to-Neumann formalism is adopted. Finally, for the inverse localization problem cost function is set up in least squares means. Both the sensitivity matrix and the calculated data sets are evaluated through a POD eigenfunction expansion. The current effort is expected to provide computational efficiency in the forward and overall inverse problem solution.
Keywords :
electrocardiography; finite element analysis; medical signal processing; Dirichlet-to-Neumann formalism; ECG data blending; POD eigenfunction expansion; eigenproblem; equivalent cardiac dipole localization; equivalent heart source; finite element method; human torso computational domain; inverse localization problem cost function; orthogonal decomposition; proper orthogonal decomposition; voltage POD expansion; Biomedical measurements; Eigenvalues and eigenfunctions; Electrocardiography; Electrodes; Finite element methods; Inverse problems; Mathematical model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Engineering, 2011 10th International Workshop on
Conference_Location :
Kos
Print_ISBN :
978-1-4577-0553-3
Type :
conf
DOI :
10.1109/IWBE.2011.6079040
Filename :
6079040
Link To Document :
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