DocumentCode :
591217
Title :
Multiscale principal component analysis to separate respiratory influences from the tachogram: Application to stress monitoring
Author :
Widjaja, Devy ; Vlemincx, Elke ; Van Huffel, Sabine
Author_Institution :
Dept. of Electr. Eng., KU Leuven, Leuven, Belgium
fYear :
2012
fDate :
9-12 Sept. 2012
Firstpage :
277
Lastpage :
280
Abstract :
The effects of mental stress on heart rate variability (HRV) have been studied widely. However, the influence of respiration on short-term HRV is often ignored. Therefore, this study uses multiscale principal component analysis to separate the tachogram in 2 components: a component which is directly related to respiration, and a residual component which contains only changes in the heart rate that are unrelated to respiration. This approach is applied on data of 40 subjects during a baseline condition, a mental stress task and an attention task. The application of power spectral HRV analysis on the 2 components of the tachogram, reveals that stress influences the tachogram both via the respiration as well as directly via the functioning of the ANS. These results show that separation of the respiratory component of the tachogram can be a valuable tool to interpret HRV measures. Moreover, this approach might unveil changes in the functioning of the ANS that are otherwise masked by differing respiratory patterns.
Keywords :
biomedical measurement; cardiology; medical disorders; neurophysiology; pneumodynamics; principal component analysis; HRV measurement; baseline condition; heart rate variability; mental stress effects; mental stress task; multiscale principal component analysis; power spectral HRV analysis; residual component; respiratory component; respiratory influences; respiratory patterns; short-term HRV; stress monitoring; tachogram; Heart rate variability; Monitoring; Principal component analysis; Psychology; Stress; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing in Cardiology (CinC), 2012
Conference_Location :
Krakow
ISSN :
2325-8861
Print_ISBN :
978-1-4673-2076-4
Type :
conf
Filename :
6420384
Link To Document :
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