• DocumentCode
    3422708
  • Title

    A tool for analysis and classification of sleep stages

  • Author

    Le Quoc Khai ; Truong Quang Dang Khoa ; Vo Van Toi

  • Author_Institution
    Biomed. Eng. Dept., Int. Univ., Ho Chi Minh City, Vietnam
  • fYear
    2011
  • fDate
    2-4 Aug. 2011
  • Firstpage
    307
  • Lastpage
    310
  • Abstract
    Scoring sleep stages is a critical process in assessing several sleep studies and slumber disorders. Sleep is classified in two major states: non-rapid-eye-movement (non-REM) sleep and REM sleep. Non-REM sleep comprises stages N1, N2 and N3. We develop a tool for automatic scoring the stages of sleep following the rules of 2007 AASM (American Academy of Sleep Medicine). The study propose the algorithm to classify based on some different characteristics of each stage, due to using a device of polysomnography (PSG) in order to collect the signals of Electroencephalography (EEG), Electro-oculography (EOG) and Electromyography (EMG). Methods of analysis are Fast Fourier Transform (FFT), Candidate of REM (CREM) and Digital Signal Filters (High pass, Low pass, Notch Filter). PSG signals were recorded continuously overnight in 5 healthy volunteer students (19 - 25 years old, 4 males and 1 female). PSG data are analyzed in 30 second epochs (data windows) in offline mode. The main result of analysis and classification is a hypnogram which were compared with those obtained by an experienced human scorer.
  • Keywords
    digital filters; diseases; electro-oculography; electroencephalography; electromyography; fast Fourier transforms; medical signal processing; signal classification; sleep; EEG; EMG; EOG; FFT; PSG signal; REM sleep; automatic scoring tool; candidate of REM; digital signal filters; electroencephalography signal; electromyography signal; electrooculography signal; fast Fourier transform; hypnogram classification; nonREM sleep; nonrapid-eye-movement sleep; polysomnography device; sleep stage analysis; sleep stage classification; slumber disorders; Electroencephalography; Electromyography; Electrooculography; Laboratories; Medical services; Proposals; TV; AASM; automatic scoring; hypnogram; polysomnography; sleep stages;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Technologies for Communications (ATC), 2011 International Conference on
  • Conference_Location
    Da Nang
  • ISSN
    2162-1020
  • Print_ISBN
    978-1-4577-1206-7
  • Type

    conf

  • DOI
    10.1109/ATC.2011.6027492
  • Filename
    6027492