DocumentCode :
2203531
Title :
Multi-Gaussian fitting for Digital Volume Pulse using Weighted Least Squares method
Author :
Xu, Lisheng ; Feng, Shuting ; Zhong, Yue ; Feng, Cong ; Meng, Max Q -H ; Yan, Huaicheng
Author_Institution :
Sino-Dutch Biomed. & Inf. Eng. Sch., Northeastern Univ., Shenyang, China
fYear :
2011
fDate :
6-8 June 2011
Firstpage :
544
Lastpage :
549
Abstract :
Analysis of Digital Volume Pulse (DVP) waveform is a low cost non-invasive method of obtaining vital information related to condition of cardiovascular system. In resent years, different Pulse Decomposition Analysis (PDA) methods have been applied to DVP waveform analysis and clinical meaningful parameters have been obtained. All these methods decomposed single-cycle DVP into a fixed number (such as 2, 4 or 5) of individual pulses. In this paper, a Multi-Gaussian (MG) model is proposed to approximate DVP waveform using a variable number (4 or 5 in our study) of Gaussian pulses with normalized root MSE<;2.0%. Unknown parameters in MG model are estimated by Weighted Least Squares (WLS) method. Performance of MG model and WLS are evaluated by fitting 80 DVP waveforms with four different types. High agreement between DVP waveform and MG model shows that the model can be used to analyse DVP waveforms.
Keywords :
Gaussian processes; least squares approximations; matrix decomposition; medical signal processing; photoplethysmography; cardiovascular system; digital volume pulse; multiGaussian fitting; noninvasive method; photoplethysmography; pulse decomposition analysis; weighted least squares method; Analytical models; Estimation; Fitting; Least squares approximation; Parameter estimation; Reflection; Signal processing algorithms; Digital volume pulse; Multi-Gaussian model; Photoplethysmography; Pulse decomposition analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Automation (ICIA), 2011 IEEE International Conference on
Conference_Location :
Shenzhen
Print_ISBN :
978-1-4577-0268-6
Electronic_ISBN :
978-1-4577-0269-3
Type :
conf
DOI :
10.1109/ICINFA.2011.5949053
Filename :
5949053
Link To Document :
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