Detection of Apnea-Hypopnea Events Using Actigraphy and Sleep Sounds

被引:0
|
作者
Rostek, Kornel [1 ,2 ]
机构
[1] Warsaw Univ Technol, Inst Automat Control & Robot, Warsaw, Poland
[2] DreamJay Inc, San Francisco, CA 94102 USA
关键词
Sleep apnea; Actigraphy; Automatic diagnosis; Snoring; Linear discriminant analysis; CLASSIFICATION; ADULTS; RISK;
D O I
10.1007/978-3-319-64474-5_27
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work a new method of automatic detection of apnea-hypopnea episodes is presented. It combines snore/nonsnore classification with information about body and limbs movements. The snore/nonsnore detection is performed using Discrete Fourier Transform and energy calculation. The feature space is reduced using Linear Discriminant Analysis and a linear classifier was obtained. The feasibility of this method was tested on the set of 8 full-night polysomnography recordings of which 2 indicate sleep apnea syndrome. The result shows that the method is effective in detection of apneic events.
引用
收藏
页码:328 / 335
页数:8
相关论文
共 50 条
  • [41] APNEA-HYPOPNEA EVENTS DURING REM/NON-REM SLEEP AND HYPERTENSION AMONG PATIENTS WITH OBSTRUCTIVE SLEEP APNEA
    Ren, Rong
    Zhang, Ye
    Yang, Linghui
    Tan, Lu
    Li, Taomei
    Tang, Xiangdong
    SLEEP, 2019, 42
  • [42] Detection of sleep apnea-hypopnea syndrome with ECG derived respiration in Chinese population
    Tong, Guang-Ming
    Zhang, Hai-Cheng
    Guo, Ji-Hong
    Han, Fang
    INTERNATIONAL JOURNAL OF CLINICAL AND EXPERIMENTAL MEDICINE, 2014, 7 (05): : 1269 - 1275
  • [43] Internight Variability of Apnea-Hypopnea Index in Obstructive Sleep Apnea Using Ambulatory Polysomnography
    Sforza, Emilia
    Roche, Frederic
    Chapelle, Celine
    Pichot, Vincent
    FRONTIERS IN PHYSIOLOGY, 2019, 10
  • [44] APNEA-HYPOPNEA EVENTS DURING REM/NON-REM SLEEP AND HYPERTENSION AMONG PATIENTS WITH OBSTRUCTIVE SLEEP APNEA
    Ren, R.
    Zhang, Y.
    Yang, L.
    Tan, L.
    Li, T.
    Tang, X.
    SLEEP MEDICINE, 2019, 64 : S319 - S319
  • [45] Complexity-Based Discrepancy Measures Applied to Detection of Apnea-Hypopnea Events
    Rolon, R. E.
    Gareis, I. E.
    Di Persia, L. E.
    Spies, R. D.
    Rufiner, H. L.
    COMPLEXITY, 2018,
  • [46] Obstructive sleep apnea-hypopnea syndrome and liver fibrosis
    Testino, Gianni
    Pellicano, Rinaldo
    MINERVA MEDICA, 2022, 113 (06) : 1027 - 1027
  • [47] Adjustment of apnea-hypopnea index with severity of obstruction events enhances detection of sleep apnea patients with the highest risk of severe health consequences
    Muraja-Murro, A.
    Kulkas, A.
    Hiltunen, M.
    Kupari, S.
    Hukkanen, T.
    Tiihonen, P.
    Mervaala, E.
    Toyras, J.
    SLEEP AND BREATHING, 2014, 18 (03) : 641 - 647
  • [48] Obstructive Sleep Apnea-Hypopnea Ssyndrome and Hearing in Children
    HE Xiao-zheng1
    Journal of Otology, 2008, 3 (02) : 116 - 120
  • [49] The cardiac consequences of the obstructive sleep apnea-hypopnea syndrome
    Wieber, SJ
    MOUNT SINAI JOURNAL OF MEDICINE, 2005, 72 (01): : 10 - 12
  • [50] Future perspectives in the diagnosis of sleep apnea-hypopnea syndrome
    Durán-Cantolla, J
    Martínez-Null, C
    MEDICINA CLINICA, 2005, 125 (18): : 692 - 694