• DocumentCode
    3175183
  • Title

    Separation of atrial and ventricular components of body surface potentials in atrial fibrillation using principal component analysis: a computer modelling study

  • Author

    Haigh, AJ ; Murray, A. ; Langley, P.

  • Author_Institution
    Newcastle Univ., NSW
  • fYear
    2005
  • fDate
    25-28 Sept. 2005
  • Firstpage
    335
  • Lastpage
    338
  • Abstract
    We present a computer model which is used to assess principal component analysis (PCA) as an algorithm for separating atrial and ventricular activity from body surface potentials (BSP). The model is based on separate dipoles for atrial and ventricular activity, where the amplitude and orientation of the dipoles has been extracted from real data taken from 12-lead ECGs. The model simulates BSPs at over 300 sites on a cylindrical torso. Principal components (PC) of the BSPs were calculated for models with i) atrial dipole only, ii) ventricular dipole only and iii) simultaneous atrial and ventricular dipoles. Maps of the individual contributions to the PCs from the BSPs were produced. The atrial and ventricular activities produced distinct maps for the individual dipoles. There were distinct regions on the torso corresponding to atrial and ventricular activities for simultaneous atrial and ventricular dipoles
  • Keywords
    bioelectric potentials; diseases; electrocardiography; principal component analysis; ECG; PCA; atrial component; atrial dipole; atrial fibrillation; body surface potential; computer modelling; cylindrical torso; principal component analysis; ventricular component; ventricular dipole; Algorithm design and analysis; Atrial fibrillation; Conductivity; Data mining; Electrocardiography; Personal communication networks; Principal component analysis; Rhythm; Signal analysis; Torso;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computers in Cardiology, 2005
  • Conference_Location
    Lyon
  • Print_ISBN
    0-7803-9337-6
  • Type

    conf

  • DOI
    10.1109/CIC.2005.1588105
  • Filename
    1588105