• 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