• DocumentCode
    241221
  • Title

    Exploiting Proper Orthogonal Decomposition for the solution of forward and inverse ECG and EEG related biomedical problems

  • Author

    Aitidis, Ilias ; Kyriacou, G. ; Sahalos, J.

  • Author_Institution
    Democritus Univ. of Thrace, Xanthi, Greece
  • fYear
    2014
  • fDate
    6-11 April 2014
  • Firstpage
    526
  • Lastpage
    529
  • Abstract
    A method for the equivalent dipole localization from EEG/ECG measured data is proposed herein exploiting the combined advantages of Proper Orthogonal Decomposition (POD) and Finite Element Method (FEM). The current effort is concentrated on solving a fine discretized forward eigenproblem once and applying POD to reduce the problem dimension. The equivalent dipole localization is in turn formulated by setting up a cost function in its least squares means. The involved calculated data sets as well as the sensitivity matrix are evaluated herein exploiting a POD eigenfunction expansion. Explicitly, for each forward problem solution the voltage generated by a test source is calculated as an eigenfunction expansion. The proposed method is expected to offer a computationally efficient forward and overall inverse problem solution, while our ambitious is to achieve real time brain dipole localization.
  • Keywords
    bioelectric potentials; eigenvalues and eigenfunctions; electrocardiography; electroencephalography; finite element analysis; inverse problems; least mean squares methods; POD eigenfunction expansion; biomedical problems; equivalent dipole localization; finite element method; forward ECG solution; forward EEG solution; inverse ECG solution; inverse EEG solution; least squares means; proper orthogonal decomposition; real time brain dipole localization; sensitivity matrix evaluation; Brain modeling; Eigenvalues and eigenfunctions; Electric potential; Electroencephalography; Finite element analysis; Heart; Inverse problems; FEM; Inverse ECG/EEG; Proper Orthogonal Decomposition; eigenfunction expansion; source localization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Antennas and Propagation (EuCAP), 2014 8th European Conference on
  • Conference_Location
    The Hague
  • Type

    conf

  • DOI
    10.1109/EuCAP.2014.6901810
  • Filename
    6901810