articleIEEE Transactions on Biomedical EngineeringMar 23, 2004Closed access

A Wavelet-Based ECG Delineator: Evaluation on Standard Databases

Universidad de Zaragoza · Universidade do Porto

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Abstract

In this paper, we developed and evaluated a robust single-lead electrocardiogram (ECG) delineation system based on the wavelet transform (WT). In a first step, QRS complexes are detected. Then, each QRS is delineated by detecting and identifying the peaks of the individual waves, as well as the complex onset and end. Finally, the determination of P and T wave peaks, onsets and ends is performed. We evaluated the algorithm on several manually annotated databases, such as MIT-BIH Arrhythmia, QT, European ST-T and CSE databases, developed for validation purposes. The QRS detector obtained a sensitivity of Se = 99.66% and a positive predictivity of P+ = 99.56% over the first lead of the validation databases (more…

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1,616
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17.80
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Authors

5

Topics & keywords

Keywords
  • QRS complex
  • Standard deviation
  • Wavelet transform
  • Pattern recognition (psychology)
  • Artificial intelligence
  • Wavelet
  • Computer science
  • QT interval
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