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Proceedings ArticleDOI

A new QRS detection algorithm based on the Hilbert transform

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TLDR
A robust new algorithm for QRS defection using the properties of the Hilbert transform is proposed, which allows R waves to be differentiated from large, peaked T and P waves with a high degree of accuracy and minimizes the problems associated with baseline drift, motion artifacts and muscular noise.
Abstract
A robust new algorithm for QRS defection using the properties of the Hilbert transform is proposed. The method allows R waves to be differentiated from large, peaked T and P waves with a high degree of accuracy and minimizes the problems associated with baseline drift, motion artifacts and muscular noise. The performance of the algorithm was tested using the records of the MIT-BIH Arrhythmia Database. Beat by beat comparison was performed according to the recommendation of the American National Standard for ambulatory ECG analyzers (ANSI/AAMI EC38-1998). A QRS detection rate of 99.64%, a sensitivity of 99.81% and a positive prediction of 99.83% was achieved against the MIT-BIH Arrhythmia database. The noise tolerance of the new proposed QRS detector was also tested using standard records from the MIT-BIH Noise Stress Test Database. The sensitivity of the detector remains about 94% even for signal-to-noise ratios (SNR) as low as 6 dB.

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Citations
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Proceedings ArticleDOI

Validity analysis of dynamic electrocardiogram waveform selection strategy by waveform pattern comparison

TL;DR: In this article, an evaluation method was introduced in electrocardiogram (ECG) waveform validity analysis, the method is ECG waveform pattern comparison and the accuracy can reach 96%.
Proceedings ArticleDOI

ECG Heart Beat Detection Using Modified Slope Sum Function and Teager-Kaiser Energy Method

TL;DR: In this paper, modified Slope Sum Function and Teager - Kaiser Energy (SSF-TKE) method has been proposed for beat detection in ECG and its performance on different standard databases is compared with that of other QRS detectors.
Proceedings ArticleDOI

A new approach for noninvasive baroreflex sensitivity assessment: preliminary results

TL;DR: In this article, a linear regression analysis of the instantaneous values of baroreceptor sensitivity (BRS) reordered into a logical, ascending sequence was used for noninvasive estimation of BRS.
Book ChapterDOI

Continuous Wavelet Analysis and Extraction of ECG Features

TL;DR: In this chapter, a processing algorithm to measure the features of electrocardiogram records and its motivation for implementation to improve the processing quality of health systems is proposed.
References
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Book

Discrete-Time Signal Processing

TL;DR: In this paper, the authors provide a thorough treatment of the fundamental theorems and properties of discrete-time linear systems, filtering, sampling, and discrete time Fourier analysis.
Journal ArticleDOI

A Real-Time QRS Detection Algorithm

TL;DR: A real-time algorithm that reliably recognizes QRS complexes based upon digital analyses of slope, amplitude, and width of ECG signals and automatically adjusts thresholds and parameters periodically to adapt to such ECG changes as QRS morphology and heart rate.
Book

The Fourier Transform and Its Applications

TL;DR: In this paper, the authors provide a broad overview of Fourier Transform and its relation with the FFT and the Hartley Transform, as well as the Laplace Transform and the Laplacian Transform.
Journal ArticleDOI

Detection of ECG characteristic points using wavelet transforms

TL;DR: An algorithm based on wavelet transforms (WT's) has been developed for detecting ECG characteristic points and the relation between the characteristic points of ECG signal and those of modulus maximum pairs of its WT's is illustrated.
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