• DocumentCode
    3064888
  • Title

    Automatic ballistocardiogram (BCG) beat detection using a template matching approach

  • Author

    Shin, J.H. ; Choi, B.H. ; Lim, Y.G. ; Jeong, D.U. ; Park, K.S.

  • Author_Institution
    Biomedical Engineering Department of Seoul National University, South Korea
  • fYear
    2008
  • fDate
    20-25 Aug. 2008
  • Firstpage
    1144
  • Lastpage
    1146
  • Abstract
    This paper suggests a beat detection method for ballistocardiogram (BCG) from an unconstrained cardiac signal monitoring devices. A fiducial peak point of BCG is an I-J-K complex which corresponds with ventricle contraction and Electrocardiogram (ECG) QRS complex. The goal of the method is extraction of J peak without ECG synchronization. The detection method is based on a “template matching” rule evaluated using a correlation function in a local moving-window procedure. The total beat detection algorithm operates in two stages, template definition stage and beat detection stage with defined template in previous stage. In the first stage, the BCG template is constructed by the expert with an empirical analysis of BCG signal and measurement device. In the second stage, the correlation function calculates an accuracy of template with BCG signal using a local moving-window. The data analysis has been performed on the subjects tested at Seoul National University Hospital Sleep Medicine Center and presents 95.16% of sensitivity and 94.76% of positive predictivity value for the J peak detection.
  • Keywords
    Accuracy; Data analysis; Detection algorithms; Electrocardiography; Hospitals; Medical tests; Monitoring; Performance evaluation; Signal analysis; Sleep; Ballistocardiogram; beat detection; template matching; ubiquitous healthcare; unconstrained monitoring system; Algorithms; Artificial Intelligence; Ballistocardiography; Diagnosis, Computer-Assisted; Heart Rate; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
  • Conference_Location
    Vancouver, BC
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-1814-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2008.4649363
  • Filename
    4649363