• DocumentCode
    699715
  • Title

    Multilead estimation of T-wave alternans in the ECG using Principal Component Analysis

  • Author

    Monasterio, Violeta ; Laguna, Pablo ; Martinez, Juan Pablo

  • Author_Institution
    Commun. Technol. Group, Univ. of Zaragoza, Zaragoza, Spain
  • fYear
    2008
  • fDate
    25-29 Aug. 2008
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Several methods have been proposed to automatically detect and estimate T-wave alternans (TWA) in the electrocardiogram. All of them operate on a single-lead basis, and one major drawback is their low sensitivity to low-level alternans. Our group proposed a novel multilead TWA analysis scheme that combines Principal Component Analysis (PCA) with a technique based on the Generalized Likelihood Ratio Test (GLRT). In this work, we evaluate the estimation performance of the proposed scheme, and we compare it to a single-lead analysis scheme. Simulation results show that the proposed multilead scheme allows the estimation of TWA with a SNR 25 dB lower than a single-lead scheme for a given level of accuracy.
  • Keywords
    electrocardiography; estimation theory; medical signal detection; patient diagnosis; patient treatment; principal component analysis; ECG; GLRT; PCA; T-wave alternans; electrocardiogram; generalized likelihood ratio test; multilead TWA analysis scheme; multilead estimation; principal component analysis; single-lead analysis scheme; Electrocardiography; Estimation; Europe; Lead; Principal component analysis; Signal to noise ratio;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference, 2008 16th European
  • Conference_Location
    Lausanne
  • ISSN
    2219-5491
  • Type

    conf

  • Filename
    7080247