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ECG signal analysis using modified S-transform.

作者信息

Biswal Birendra

机构信息

Department of Electronics and Communication Engineering, Gayatri Vidya Parishad College of Engineering (A), Visakhapatnam, Andhra Pradesh 530048, India.

出版信息

Healthc Technol Lett. 2017 Apr 21;4(2):68-72. doi: 10.1049/htl.2016.0078. eCollection 2017 Apr.

Abstract

Accurate detection of QRS complexes is essential for the investigation of heart rate variability. Several transform techniques have been proposed and extensively used for the detection and analysis of QRS complexes. In this proposed work, the de-noised ECG signal is subjected to a modified S-transform for QRS complex detection.The performance analysis of the proposed work is evaluated using parameters such as sensitivity, positive predictivity and accuracy. The algorithm delivers sensitivity, positive predictivity and overall accuracy of 99.91, 99.91 and 99.77%, respectively. Furthermore, a search back mechanism is employed, which specifies the filtered electrocardiogram (ECG) segment, which was traced for the true R-peak locations. The modified S-transform based QRS complex detection algorithm provides an excellent search back range of only ±2 samples in comparison with other earlier proposed algorithms.

摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/be5e/5437709/14a9cbfb9d10/HTL.2016.0078.01.jpg

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本文引用的文献

1
QRS detection using S-Transform and Shannon energy.
Comput Methods Programs Biomed. 2014 Aug;116(1):1-9. doi: 10.1016/j.cmpb.2014.04.008. Epub 2014 May 2.
2
QRS detection based on wavelet coefficients.
Comput Methods Programs Biomed. 2012 Sep;107(3):490-6. doi: 10.1016/j.cmpb.2011.12.004. Epub 2012 Jan 31.
3
A new QRS detection method using wavelets and artificial neural networks.
J Med Syst. 2011 Aug;35(4):683-91. doi: 10.1007/s10916-009-9405-3. Epub 2010 Jan 20.
4
Online digital filter and QRS detector applicable in low resource ECG monitoring systems.
Ann Biomed Eng. 2008 Nov;36(11):1805-15. doi: 10.1007/s10439-008-9553-5. Epub 2008 Aug 28.
5
Analysis of first-derivative based QRS detection algorithms.
IEEE Trans Biomed Eng. 2008 Feb;55(2 Pt 1):478-84. doi: 10.1109/TBME.2007.912658.
6
Combining algorithms in automatic detection of QRS complexes in ECG signals.
IEEE Trans Inf Technol Biomed. 2006 Jul;10(3):468-75. doi: 10.1109/titb.2006.875662.
7
A real-time QRS detection method based on moving-averaging incorporating with wavelet denoising.
Comput Methods Programs Biomed. 2006 Jun;82(3):187-95. doi: 10.1016/j.cmpb.2005.11.012. Epub 2006 May 22.
8
The principles of software QRS detection.
IEEE Eng Med Biol Mag. 2002 Jan-Feb;21(1):42-57. doi: 10.1109/51.993193.
9
The use of the Hilbert transform in ECG signal analysis.
Comput Biol Med. 2001 Sep;31(5):399-406. doi: 10.1016/s0010-4825(01)00009-9.
10
The impact of the MIT-BIH arrhythmia database.
IEEE Eng Med Biol Mag. 2001 May-Jun;20(3):45-50. doi: 10.1109/51.932724.

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