Title :
Estimation of blood pressure variability using independent component analysis of photoplethysmographic signal
Author :
Abe, Makoto ; Yoshizawa, Makoto ; Sugita, Norihiro ; Tanaka, Akira ; Chiba, Shigeru ; Yambe, Tomoyuki ; Nitta, Shin-ichi
Author_Institution :
Cyberscience Center, Tohoku Univ., Sendai, Japan
Abstract :
The maximum cross-correlation coefficient rhomax between blood pressure variability and heart rate variability, whose frequency components are limited to the Mayer wave-related band, is a useful index to evaluate the state of the autonomic nervous function related to baroreflex. However, measurement of continuous blood pressure with an expensive and bulky measuring device is required to calculate rhomax. The present study has proposed an easier method for obtaining rhomax with measurement of finger photoplethysmography (PPG). In the proposed method, independent components are extracted from feature variables specified by the PPG signal by using the independent component analysis (ICA), and then the most appropriate component is chosen out of them so that the rhomax based on the component can fit its true value. The results from the experiment with a postural change performed in 17 healthy subjects suggested that the proposed method is available for estimating rhomax by using the ICA to extract blood pressure information from the PPG signal.
Keywords :
biomedical optical imaging; blood pressure measurement; cardiology; independent component analysis; medical signal processing; plethysmography; Mayer wave related band; baroreflex function; blood pressure variability; finger photoplethysmography; heart rate variability; independent component analysis; maximum cross correlation coefficient; photoplethysmographic signal ICA; state autonomic nervous function; Algorithms; Blood Pressure; Blood Pressure Determination; Diagnosis, Computer-Assisted; Heart Rate; Humans; Pattern Recognition, Automated; Photoplethysmography; Principal Component Analysis; Reproducibility of Results; Sensitivity and Specificity;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5333155