Title :
The effect of wavelet-based filtering and data set length on the fractal scaling of cardiorespiratory variability
Author_Institution :
Coll. of New Jersey, Ewing, NJ, USA
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
The effect of filtering and data set length on the accuracy of the quantification of fractal characteristics of cardiorespiratory activity remains unclear. Breath-to-breath interval (BBI) and heartbeat-to-heartbeat interval (RRI) were recorded from 8 healthy human subjects during a quiet seated posture. Movement artifact was filtered from the raw respiratory data using a simple low-pass (LP) or a wavelet-based (WB) filter. The RRI data was segmented into three sets of 256, 512, and 1024 sequential data points. BBI and RRI fractal scaling was quantified using detrended fluctuation analysis and a wavelet-based estimation of fractal dimension. No significant difference in the calculation of fractal behavior of BBI was identified after using a LP or a WB filter. Furthermore, there was no significant difference in fractal measurements among the different RRI data set lengths. In conclusion, filtering of physiologic data with standard LP or WB techniques or data set length, between 256 and 1024 sequential points, does not significantly affect the calculation of fractal behavior.
Keywords :
electrocardiography; fractals; low-pass filters; medical signal processing; pneumodynamics; wavelet transforms; BBI fractal scaling; ECG; RRI fractal scaling; breath-to-breath interval; cardiorespiratory variability; data set length; detrended fluctuation analysis; fractal characteristics; fractal dimension; low-pass filter; movement artifact; wavelet-based estimation; wavelet-based filtering; Correlation; Doped fiber amplifiers; Filtering; Fluctuations; Fractals; Rail to rail inputs; Wavelet analysis; Adolescent; Electrocardiography; Female; Fractals; Heart Rate; Humans; Male; Respiratory Mechanics; Sample Size; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Spirometry; Wavelet Analysis; Young Adult;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5626039