Literature DB >> 24418438

Automatic heart sound detection in pediatric patients without electrocardiogram reference via pseudo-affine Wigner-Ville distribution and Haar wavelet lifting.

Ana Gavrovska1, Vesna Bogdanović2, Irini Reljin3, Branimir Reljin4.   

Abstract

Having in mind the availability of electronic stethoscopes, phonocardiograms (PCGs) have become popular for cardiovascular functionality monitoring and signal processing applications. Detection of fundamental heart sounds (HSs), S1s and S2s, is considered to be a crucial step in PCG analysis. Electrocardiogram (ECG), noted as a reference signal, is often synchronously recorded in order to simplify the S1/S2 detection process. Nevertheless, electronic stethoscopes are frequently used without additional ECG equipment. We propose a new algorithm for automatic fundamental HSs detection via: joint time-frequency representation based on pseudo affine Wigner-Ville distribution (PAWVD), Haar wavelet lifting scheme (Haar-LS), normalized average Shannon energy (NASE) and autocorrelation. The performance of the proposed algorithm was calculated on both normal (50) and pathological (75) PCG recordings, eight seconds long each, contributed by 125 different pediatric patients. The algorithm showed relatively high recall (90.41%) and precision (96.39%) rates of S1/S2 detection procedure in a variety of PCG signals, without ECG as a reference. Furthermore, it indicated the ability to overcome splitting within the S1/S2 heart sounds.
Copyright © 2013 Elsevier Ireland Ltd. All rights reserved.

Entities:  

Keywords:  Detection; Heart sounds; Monitoring; Phonocardiogram; Primary health care

Mesh:

Year:  2013        PMID: 24418438     DOI: 10.1016/j.cmpb.2013.11.018

Source DB:  PubMed          Journal:  Comput Methods Programs Biomed        ISSN: 0169-2607            Impact factor:   5.428


  3 in total

1.  An Intelligent Phonocardiography for Automated Screening of Pediatric Heart Diseases.

Authors:  Amir A Sepehri; Armen Kocharian; Azin Janani; Arash Gharehbaghi
Journal:  J Med Syst       Date:  2015-10-30       Impact factor: 4.460

2.  Entropy-Based Concentration and Instantaneous Frequency of TFDs from Cohen's, Affine, and Reassigned Classes.

Authors:  David Bačnar; Nicoletta Saulig; Irena Petrijevčanin Vuksanović; Jonatan Lerga
Journal:  Sensors (Basel)       Date:  2022-05-13       Impact factor: 3.847

3.  Detection of Heart Sounds in Children with and without Pulmonary Arterial Hypertension--Daubechies Wavelets Approach.

Authors:  Mohamed Elgendi; Shine Kumar; Long Guo; Jennifer Rutledge; James Y Coe; Roger Zemp; Dale Schuurmans; Ian Adatia
Journal:  PLoS One       Date:  2015-12-02       Impact factor: 3.240

  3 in total

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