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
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