Motion artifact reduction in photoplethysmography using independent component analysis

被引:292
作者
Kim, BS
Yoo, SK [1 ]
机构
[1] Yonsei Univ, Coll Med, Ctr Emergency Med Informat, Dept Med Engn,Human Identificat Res Ctr, Seoul 120752, South Korea
[2] Yonsei Univ, Grad Sch Biomed Engn, Seoul 120752, South Korea
关键词
block interleaving; ICA; motion artifact; photoplethysmography;
D O I
10.1109/TBME.2005.869784
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Removing the motion artifacts from measured photoplethysmography (PPG) signals is one of the important issues to be tackled for the accurate measurement of arterial oxygen saturation during movement. In this paper, the motion artifacts were reduced by exploiting the quasi-periodicity of the PPG signal and the independence between the PPG and the motion artifact signals. The combination of independent component analysis and block interleaving with low-pass filtering can reduce the motion artifacts under the condition of general dual-wavelength measurement. Experiments with synthetic and real data were performed to demonstrate the efficacy of the proposed algorithm.
引用
收藏
页码:566 / 568
页数:3
相关论文
共 6 条
[1]  
[Anonymous], 2001, INDEPENDENT COMPONEN
[2]  
Elliot DF, 1987, HDB DIGITAL SIGNAL P
[3]   A new method for pulse oximetry possessing inherent insensitivity to artifact [J].
Hayes, MJ ;
Smith, PR .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2001, 48 (04) :452-461
[4]   Fast and robust fixed-point algorithms for independent component analysis [J].
Hyvärinen, A .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (03) :626-634
[5]   Dynamical model for generating synthetic electrocardiogram signals [J].
McSharry, PE ;
Clifford, GD ;
Tarassenko, L ;
Smith, LA .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2003, 50 (03) :289-294
[6]  
Webster JG, 1997, DESIGN PULSE OXIMETE