2006
DOI: 10.1109/tbme.2006.871888
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A Robust Method for ECG-Based Estimation of the Respiratory Frequency During Stress Testing

Abstract: A robust method is presented for electrocardiogram (ECG)-based estimation of the respiratory frequency during stress testing. Such ECGs contain highly nonstationary noise and exhibit changes in QRS morphology which, when combined with the dynamic nature of the respiratory frequency, make most existing methods break down. The present method exploits the oscillatory pattern of the rotation angles of the heart's electrical axis as induced by respiration. The series of rotation angles, obtained from least-squares … Show more

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Cited by 148 publications
(137 citation statements)
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“…An alternative approach is to refine analysis techniques to ensure they remain accurate even when using low quality data. For instance, in [26] an algorithm is presented for estimation of RR from the ECG during exercise, when the signal is likely to be of low quality.…”
Section: Discussionmentioning
confidence: 99%
“…An alternative approach is to refine analysis techniques to ensure they remain accurate even when using low quality data. For instance, in [26] an algorithm is presented for estimation of RR from the ECG during exercise, when the signal is likely to be of low quality.…”
Section: Discussionmentioning
confidence: 99%
“…Processing of electrocardiograms (ECGs) is mostly done in frequency or time-frequency domain, e.g. extraction of respiratory frequency from ECGs in the analysis of heart rate variability [16]. The regular breathing frequency is between 10 and 20 breaths/min (0.17 and 0.33 Hz respectively) [17].…”
Section: Methodsmentioning
confidence: 99%
“…An outlier rejection rule based on median absolute deviation was applied [13] and the signals were sampled at 4Hz using the cubic spline interpolation. A band-pass filter was applied with the cutoff frequencies f 1 = 0.075 and f 2 = 1Hz.…”
Section: Derived Respiration Signalsmentioning
confidence: 99%