An EOG-Based Automatic Sleep Scoring System and Its Related Application in Sleep Environmental Control

被引:7
作者
Kuo, Chih-En [1 ]
Liang, Sheng-Fu [3 ]
Lee, Yi-Chieh [2 ]
Cherng, Fu-Yin [2 ]
Lin, Wen-Chieh [2 ]
Chen, Peng-Yu [3 ]
Liu, Yen-Chen [3 ]
Shaw, Fu-Zen [1 ]
机构
[1] Natl Cheng Kung Univ, Inst Cognit Sci, Tainan 70101, Taiwan
[2] Natl Chiao Tung Univ, Dept Comp Sci, Tainan, Taiwan
[3] Natl Cheng Kung Univ, Dept Comp Sci & Informat Engn, Tainan 70101, Taiwan
来源
PHYSIOLOGICAL COMPUTING SYSTEMS, PHYCS 2014 | 2014年 / 8908卷
关键词
Sleep; Sleep stage; Adaptive system; Electrooculogram (EOG); Interaction design; Sleep quality; MULTISCALE ENTROPY ANALYSIS; APPROXIMATE ENTROPY; LINE LENGTH; EEG; CLASSIFICATION; COMPLEXITY; INSOMNIA; DYNAMICS; ONSET; DAWN;
D O I
10.1007/978-3-662-45686-6_5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Human beings spend approximately one third of their lives sleeping. Conventionally, to evaluate a subjects sleep quality, all-night polysomnogram (PSG) readings are taken and scored by a well-trained expert. Unlike a bulky PSG or EEG recorder on the head, the development of an electrooculogram (EOG)-based automatic sleep-staging system will enable physiological computing systems (PhyCS) to progress toward easy sleep and comfortable monitoring. In this paper, an EOG-based sleep scoring system is proposed. EOG signals are also coupling some of sleep characteristics of EEG signals. Compared to PSG or EEG recordings, EOG has the advantage of easy placement, and can be operated by the user individually at home. The proposed method was found to be more than 83% accurate when compared with the manual scorings applied to sixteen subjects. In addition to sleep-quality evaluation, the proposed system encompasses adaptive brightness control of light according to online monitoring of the users sleep stages. The experiments show that the EOG-based sleep scoring system is a practicable solution for homecare and sleep monitoring due to the advantages of comfortable recording and accurate sleep staging.
引用
收藏
页码:71 / 88
页数:18
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