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Some Methods for ECG Signal Analysis for Arrhythmia Detection

Some Methods for ECG Signal Analysis for Arrhythmia Detection

von Ashoka Reddy Komalla und Sharmila Vallem
Softcover - 9783330334601
44,90 €
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Beschreibung

The ECG is an electrical manifestation of contractile activity of the heart. Artifacts like 50/60 Hz power line interference, baseline wander and electromyogram will disturb the ECG morphology, making the analysis of ECG difficult.Five signal processing algorithms aimed at enhancement of the ECG data and subsequent arrhythmia detection are presented in this book. They are (1) Multiscale principal component analysis (MSPCA) based algorithm for enhancing the ECG data, (2) Cumulant based autoregressive modeling algorithm for ECG enhancement, (3) Higher order statistics (HOS) for arrhythmia detection, (4) Cumulant based Teager energy operator(TEO) for arrhythmia detection, (5) PVC identification using Discrete cosine transform (DCT)-Teager energy operator (TEO) model. The efficiency of the algorithms, is evaluated in terms of statistical measures like Root mean square error (RMSE), Root mean square deviation (RMSD), Root mean square variance (RMSV) and correlation coefficient. The methods are compared with the existing well-known adaptive filter and Empirical mode decomposition based methods.

Details

Verlag LAP LAMBERT Academic Publishing
Ersterscheinung 19. Juni 2017
Maße 22 cm x 15 cm x 0.9 cm
Gewicht 227 Gramm
Format Softcover
ISBN-13 9783330334601
Seiten 140

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