Segmentation and Classification of Cardiac Sound Signals and Their Use in the Diagnosis of Heart Disease

被引:0
|
作者
Rebiai, Mohamed [1 ]
Bengherbia, Billel [1 ]
Benkhaoua, Nadjet [1 ]
Douik, Nadjet [1 ]
Hentabli, Hamza [1 ]
Toumi, Yassine [1 ]
机构
[1] Univ Yahia Fares Medea, Res Lab Adv Elect Syst LSEA, Medea, Algeria
关键词
PCG signals; Classification; Segmentation; mathematical morphology; Hilbert transform; ANN;
D O I
10.1109/ICTACSE50438.2022.10009654
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The PCG Phonocardiogram signal represents the recording of heart sounds. The study of intracardiac hemodynamic makes it possible to understand the nature and origin of these normal and pathological heart sounds. The classification of PCG signal beats into different pathological cases is a very complex recognition task, which has prompted researchers to develop techniques for the automatic classification of cardiovascular diseases for proper diagnosis. In this manuscript, we propose an automatic classification of PCG signals using the Deep Learning ANN algorithm based on PCG signal segmentation to extract features from PCG signals. The results allow us to find the type of disease with an accuracy of 96%.
引用
收藏
页码:105 / 109
页数:5
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