Fetal heart beat detection by Hilbert transform and non-linear state-space projections

被引：5

作者：

Zheng Wei ^{[1
]}

Wei Xueyun ^{[1
]}

Zhong Jian Jian ^{[2
]}

Liu Hongxing ^{[3
]}

机构：

[1] Jiangsu Univ Sci & Technol, Sch Elect Informat, Zhenjiang, Peoples R China

[2] Fourth Peoples Hosp Zhenjiang, Dept Obstet & Gynecol, Zhenjiang, Peoples R China

[3] Nanjing Univ, Sch Elect Sci & Engn, Nanjing 210008, Jiangsu, Peoples R China

来源：

IET SCIENCE MEASUREMENT & TECHNOLOGY | 2015年 / 9卷 / 01期

基金：

美国国家科学基金会;

关键词：

RATE EXTRACTION; SEGMENTATION; SIGNAL;

D O I：

10.1049/iet-smt.2013.0223

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

This study describes an integrated approach for fetal heart beat detection from abdominal ECG signals. The signal is first processed by the first-order difference operation, and then, the envelope of the differentiated signal is given by the Hilbert transform, which indicates both the maternal and fetal heart beats. After that, the non-linear state-space projections is applied to the envelope signal to remove the maternal heart beats, obtaining the fetal heart beats envelope. The validity and performance of the described method are confirmed through experiments on real ECG data. A comparison with the well-known independent component analysis method has also been presented.

引用

页码：85 / 92

页数：8

共 22 条

[1] The use of the Hilbert transform in ECG signal analysis [J].

Benitez, D ;

Gaydecki, PA ;

Zaidi, A ;

Fitzpatrick, AP .

COMPUTERS IN BIOLOGY AND MEDICINE, 2001, 31 (05) :399-406

[2] A new QRS detection algorithm based on the Hilbert transform [J].

Benitez, DS ;

Gaydecki, PA ;

Zaidi, A ;

Fitzpatrick, AP .

COMPUTERS IN CARDIOLOGY 2000, VOL 27, 2000, 27 :379-382

[3]

Bolton R. J., 1985, Computers in Cardiology (Cat. No.85CH2217-8), P463

[4] PhysioBank, PhysioToolkit, and PhysioNet - Components of a new research resource for complex physiologic signals [J].

Goldberger, AL ;

Amaral, LAN ;

Glass, L ;

Hausdorff, JM ;

Ivanov, PC ;

Mark, RG ;

Mietus, JE ;

Moody, GB ;

Peng, CK ;

Stanley, HE .

CIRCULATION, 2000, 101 (23) :E215-E220

[5] A fast fixed-point algorithm for independent component analysis [J].

Hyvarinen, A ;

Oja, E .

NEURAL COMPUTATION, 1997, 9 (07) :1483-1492

[6] Real-time signal processing for fetal heart rate monitoring [J].

Ibrahimy, MI ;

Ahmed, F ;

Ali, MAM ;

Zahedi, E .

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2003, 50 (02) :258-262

[7] Fetal heart rate extraction from composite maternal ECG using complex continuous wavelet transform [J].

Karvounis, EC ;

Papaloukas, C ;

Fotiadis, DI ;

Michalis, LK .

COMPUTERS IN CARDIOLOGY 2004, VOL 31, 2004, 31 :737-740

[8] An automated methodology for fetal heart rate extraction from the abdominal electrocardiogram [J].

Karvounis, Evaggelos C. ;

Tsipouras, Markos G. ;

Fotiadis, Dimitrios I. ;

Naka, Katerina K. .

IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2007, 11 (06) :628-638

[9] Detection of Fetal Heart Rate Through 3-D Phase Space Analysis From Multivariate Abdominal Recordings [J].

Karvounis, Evaggelos C. ;

Tsipouras, Markos G. ;

Fotiadis, Dimitrios I. .

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2009, 56 (05) :1394-1406

[10] An innovative approach of QRS segmentation based on first-derivative, Hilbert and Wavelet Transforms [J].

Madeiro, Joao P. V. ;

Cortez, Paulo C. ;

Marques, Joao A. L. ;

Seisdedos, Carlos R. V. ;

Sobrinho, Carlos R. M. R. .

MEDICAL ENGINEERING & PHYSICS, 2012, 34 (09) :1236-1246

← 1 2 3 →