• DocumentCode
    1615999
  • Title

    Variability of snore parameters in time and frequency domains in snoring subjects with and without Obstructive Sleep Apnea

  • Author

    Solà-Soler, J. ; Jané, R. ; Fiz, J.A. ; Morera, J.

  • Author_Institution
    Dept. ESAII, Univ. Politecnica de Catalunya, Barcelona
  • fYear
    2006
  • Firstpage
    2583
  • Lastpage
    2586
  • Abstract
    Several studies have shown differences in spectral parameters between simple snorers and patients with obstructive sleep apnea syndrome (OSAS). Most of them analyzed a reduced number of snores and/or only post-apneic snores were selected in OSAS patients. Previous findings suggest that snore parameters have a greater variability as the severity of OSAS increases. In this work we propose to analyze the snoring variability through the magnitude of the first difference of snore parameters. The technique is applied to long time sound recordings from 9 simple snorers (15795 snores) and 15 OSAS patients (19263 snores). The snores are characterized by their sound intensity an by a set of spectral parameters The variability of snore parameters is well correlated to OSAS severity (r>0.7) and is significantly greater in OSAS patients than in simple snorers (p<0.005). The results are similar when post-apneic snores are excluded from the analysis. Snoring subjects are classified with a logistic regression model, which is validated with the live-one-out method. The model is adjusted to correctly classify 100% of OSAS patients for screening purposes previously to enroll for a whole polysomnographic study
  • Keywords
    bioacoustics; medical signal processing; regression analysis; signal classification; sleep; frequency domain; live-one-out method; logistic regression model; obstructive sleep apnea syndrome; polysomnographic study; snore classification; snore parameter variability; snoring subjects; sound intensity; time domain; Acoustic materials; Acoustic sensors; Detectors; Frequency conversion; Frequency domain analysis; Intelligent networks; Piezoelectric materials; Sampling methods; Sensor phenomena and characterization; Sleep apnea; Apnea; OSAS; PSD parameters; Snoring;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
  • Conference_Location
    Shanghai
  • Print_ISBN
    0-7803-8741-4
  • Type

    conf

  • DOI
    10.1109/IEMBS.2005.1616997
  • Filename
    1616997