• DocumentCode
    409547
  • Title

    Reconstruction of atrial signals derived from the 12-lead ECG using atrial signal extraction techniques

  • Author

    Langley, P. ; Rieta, J.J. ; Stridh, M. ; Millet-Roig, J. ; Sörnmo, L. ; Murray, A.

  • Author_Institution
    Dept. of Med. Phys., Freeman Hosp., Newcastle upon Tyne, UK
  • fYear
    2003
  • fDate
    21-24 Sept. 2003
  • Firstpage
    129
  • Lastpage
    132
  • Abstract
    Several techniques are available for the extraction of the atrial signal from the ECG. Two of these techniques, independent component analysis (ICA) and principal component analysis (PCA), derive global atrial signals which cannot be directly compared with the atrial signals in specific leads. An algorithm for projecting into lead V1 the global atrial signals of these techniques was developed, allowing direct comparisons with the atrial activity in V1 and the atrial signal extracted by spatiotemporal QRST cancellation (STC) which derives the atrial signal directly from the ECG lead. The reconstructed atrial signals were divided into sections corresponding to ventricular activity and inactivity in lead V1 and compared against atrial activity in lead V1 in terms of amplitude and waveform shape.
  • Keywords
    electrocardiography; independent component analysis; medical signal processing; principal component analysis; signal reconstruction; waveform analysis; 12-lead ECG; atrial signal extraction techniques; atrial signal reconstruction; independent component analysis; principal component analysis; spatiotemporal QRST cancellation; ventricular activity; ventricular inactivity; waveform shape; Atrial fibrillation; Data mining; Electrocardiography; Frequency measurement; Hospitals; Independent component analysis; Physics; Principal component analysis; Shape; Spatiotemporal phenomena;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computers in Cardiology, 2003
  • ISSN
    0276-6547
  • Print_ISBN
    0-7803-8170-X
  • Type

    conf

  • DOI
    10.1109/CIC.2003.1291107
  • Filename
    1291107