DocumentCode :
557429
Title :
Feature extraction of vigilance level based on Heart Rate Variability of Electrocardiogram
Author :
Yu, Shanshan ; Wang, Bei ; Wang, Yujue ; Wang, Xingyu
Author_Institution :
Key Lab. of Adv. Control & Optimization for Chem. Processes, East China Univ. of Sci. & Technol., Shanghai, China
Volume :
2
fYear :
2011
fDate :
15-17 Oct. 2011
Firstpage :
753
Lastpage :
756
Abstract :
This paper presented a simple method of detecting the peak of R wave in Electrocardiogram (ECG) signal and computing the Heart Rate Variability (HRV). Features were extracted from the obtained HRV to analyze the vigilance level during day time short nap sleep. Firstly, the second derivative of ECG signal was calculated and clustered in order to detect the peak of R wave. Secondly, HRV was calculated from the subtraction of two adjoining R waves. Finally, several features were extracted based on HRV in time domain and frequency domain. The variation of vigilance level during the day time short nap was analyzed based on the extracted features. The result showed that the accuracy of peak detection of R wave in ECG signal was about 99.5%. The extracted features can reflect the changing of vigilance level and be useful for sleep stage analysis.
Keywords :
electrocardiography; feature extraction; frequency-domain analysis; medical signal detection; medical signal processing; sleep; time-domain analysis; ECG; R wave peak detection; electrocardiogram; feature extraction; frequency domain analysis; heart rate variability; short nap sleep; signal clustering; sleep stage analysis; time domain analysis; vigilance level; Electrocardiography; Feature extraction; Frequency domain analysis; Heart rate variability; Rail to rail inputs; Resonant frequency; Sleep; ECG; HRV; feature extraction; peak detection; vigilance level;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Engineering and Informatics (BMEI), 2011 4th International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9351-7
Type :
conf
DOI :
10.1109/BMEI.2011.6098379
Filename :
6098379
Link To Document :
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