• DocumentCode
    3316450
  • Title

    Power spectral analysis of ECG signals during obstructive sleep apnoea hypopnoea epochs

  • Author

    Karmakar, Chandan K. ; Khandoker, Ahsan H. ; Palaniswami, Marimuthu

  • Author_Institution
    Univ. of Melbourne, Melbourne
  • fYear
    2007
  • fDate
    3-6 Dec. 2007
  • Firstpage
    573
  • Lastpage
    576
  • Abstract
    Based on the evidence that sympathovagal balance around apnoeas/hypopnoeas are altered in sleep apnoea patients, we utilize power spectral density (PSD) analysis to better understand the impact of obstructive sleep apnoea (OSA) and hypopnoea on RR intervals and QRS amplitudes of ECG signals. In addition, receiver operating characteristics (ROC) analysis was performed in order to test the performance the PSD features of ECG signals to recognize OSA, hypopneas and normal breathing events. Maximum area under ROC curve was found to be 0.83 for OSA-normal group in the frequency range of 0.000-0.094 cycles/interval. For OSA- hypopnoea epochs classification, PSD of QRS amplitudes was performed better than that of RR intervals. The results of the study will be useful in designing an automated classifier to recognize apnoeas/hypopnoeas/normal epochs using PSD features of ECG signals.
  • Keywords
    diseases; electrocardiography; medical signal processing; neurophysiology; pneumodynamics; sensitivity analysis; signal classification; sleep; spectral analysis; ECG signals; QRS amplitude value; ROC analysis; RR interval value; automated classifier; hypopnoea epochs classification; normal breathing events; obstructive sleep apnoea patients; power spectral density analysis; receiver operating characteristics analysis; sympathovagal balance; Character recognition; Electrocardiography; Frequency; Performance analysis; Performance evaluation; Signal analysis; Signal design; Sleep apnea; Spectral analysis; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Sensors, Sensor Networks and Information, 2007. ISSNIP 2007. 3rd International Conference on
  • Conference_Location
    Melbourne, Qld.
  • Print_ISBN
    978-1-4244-1501-4
  • Electronic_ISBN
    978-1-4244-1502-1
  • Type

    conf

  • DOI
    10.1109/ISSNIP.2007.4496906
  • Filename
    4496906