An automated methodology for fetal heart rate extraction from the abdominal electrocardiogram

被引:63
作者
Karvounis, Evaggelos C. [1 ]
Tsipouras, Markos G.
Fotiadis, Dimitrios I.
Naka, Katerina K.
机构
[1] Univ Ioannina, Dept Mat Sci & Engn, GR-45110 Ioannina, Greece
[2] Univ Ioannina, Dept Comp Sci, Unit Med Technol & Intelligent Informat Syst, GR-45110 Ioannina, Greece
[3] Univ Ioannina, Sch Med, Dept Cardiol, GR-45110 Ioannina, Greece
来源
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE | 2007年 / 11卷 / 06期
关键词
abdominal electrocardiogram (abdECG); fetal electrocardiogram (fECG); fetal heart rate (MR); time-frequency (t-f) analysis;
D O I
10.1109/TITB.2006.888698
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper introduces an automated methodology for the extraction of fetal heart rate from cutaneous potential abdominal electrocardiogram (abdECG) recordings. A three-stage methodology is proposed. Having the initial recording, which consists of a small number of abdECG leads in the first stage, the maternal R-peaks and fiducial points (QRS onset and offset) are detected using time-frequency (t-f) analysis and medical knowledge. Then, the maternal QRS complexes are eliminated. In the second stage, the positions of the candidate fetal R-peaks are located using complex wavelets and matching theory techniques. In the third stage, the fetal R-peaks, which overlap with the maternal QRS complexes (eliminated in the first stage) are found using two approaches: a heuristic algorithm technique and a histogram-based technique. The fetal R-peaks detected are used to calculate the fetal heart rate. The methodology is validated using a dataset of eight short and ten long-duration recordings, obtained between the 20th and the 41st week of gestation, and the obtained accuracy is 97.47%. The proposed methodology is advantageous, since it is based on the analysis of few abdominal leads in contrast to other proposed methods, which need a large number of leads.
引用
收藏
页码:628 / 638
页数:11
相关论文
共 48 条
[1]  
ABBOUD S, 1989, J ELECTROCARDIOL, V22, P238
[2]   REAL-TIME ABDOMINAL FETAL ECG RECORDING USING A HARDWARE CORRELATOR [J].
ABBOUD, S ;
ALALUF, A ;
EINAV, S ;
SADEH, D .
COMPUTERS IN BIOLOGY AND MEDICINE, 1992, 22 (05) :325-335
[3]   Wavelet transforms and the ECG: a review [J].
Addison, PS .
PHYSIOLOGICAL MEASUREMENT, 2005, 26 (05) :R155-R199
[4]   Extraction of foetal ECG by combination of singular value decomposition and neuro-fuzzy inference system [J].
Al-Zaben, A ;
Al-Smadi, A .
PHYSICS IN MEDICINE AND BIOLOGY, 2006, 51 (01) :137-143
[5]  
ALLEN RL, 2004, SIGNAL ANAL TIME FRE
[6]  
[Anonymous], 2002, Adaptive Blind Signal and Image Processing: Learning Algorithms and Applications
[7]  
[Anonymous], 1992, Time frequency signal analysis
[8]   A novel technique for the extraction of fetal ECG using polynomial networks [J].
Assaleh, K ;
Al-Nashash, H .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2005, 52 (06) :1148-1152
[9]  
Auger F., 1996, TIME FREQUENCY TOOLB
[10]  
Azad KAK, 2000, P IEEE NORD SIGN PRO, P275