Heart sound classification and recognition based on EEMD and correlation dimension

W Zhang, X Guo, Z Yuan, X Zhu - Journal of Mechanics in Medicine …, 2014 - World Scientific
Analysis of heart sound is of great importance to the diagnosis of heart diseases. Most of the
feature extraction methods about heart sound have focused on linear time-variant or time …

Robust classification of heart valve sound based on adaptive EMD and feature fusion

W Wang, J Yuan, B Wang, Y Fang, Y Zheng, X Hu - Plos one, 2022 - journals.plos.org
Cardiovascular disease (CVD) is considered one of the leading causes of death worldwide.
In recent years, this research area has attracted researchers' attention to investigate heart …

Fundamental heart sounds analysis using improved complete ensemble EMD with adaptive noise

M Altuve, L Suárez, J Ardila - Biocybernetics and Biomedical Engineering, 2020 - Elsevier
Phonocardiogram (PCG) recordings contain valuable information about the functioning and
state of the heart that is useful in the diagnosis of cardiovascular diseases. The first heart …

Classification of heart sounds using empirical mode decomposition based features

S Ari, G Saha - International Journal of Medical …, 2008 - inderscienceonline.com
A novel method is presented to extract robust features for automatic classification of heart
sounds based on Empirical Mode Decomposition (EMD). The work decomposes segmented …

A heart sound classification method based on complete ensemble empirical modal decomposition with adaptive noise permutation entropy and support vector …

M Liu, Q Wu, S Ding, L Pan, X Liu - Sheng wu yi xue gong cheng …, 2022 - europepmc.org
针对心音信号非平稳性, 非线性的特征, 为了更直观地把心音信号的特征显示出来,
提高分类识别的高效性, 提出了一种自适应噪声完备经验模态分解 (CEEMDAN) …

Heart sound classification method based on complete empirical mode decomposition with adaptive noise permutation entropy

Q Wu, M Liu, S Ding, L Pan, X Liu - Journal of Physics …, 2022 - iopscience.iop.org
This paper proposes a method of complete empirical modal decomposition with adaptive
noise (CEEMDAN) arrangement entropy as a characteristic vector of heart sound signal and …

Classification of normal and abnormal heart sounds using empirical mode decomposition and first order statistic

H Fauzi, A Rizal, A Oktarianto, Z Said - Journal of Electronics …, 2023 - jeeemi.org
Abstract Analysis of heart sound signals for automatic segmentation and classification has
revealed in recent decades that it has the potential to detect pathology accurately in clinical …

Research of heart sound classification using two-dimensional features

M Xiang, J Zang, J Wang, H Wang, C Zhou, R Bi… - … Signal Processing and …, 2023 - Elsevier
Background Heart sound plays a vital role to achieve an accurate diagnosis of
cardiovascular diseases, and its auxiliary diagnosis methods have become a hotspot. Aim …

[HTML][HTML] Recognition of heart sound based on distribution of Choi-Williams

T Chen, L Xiang, M Zhang - Research on Biomedical Engineering, 2015 - SciELO Brasil
Introduction To realize noninvasive diagnosis and early diagnosis of coronary heart disease,
the study proposes a new time-frequency method for analyzing heart sound signals. This …

Classification of heart sounds based on the combination of the modified frequency wavelet transform and convolutional neural network

Y Chen, S Wei, Y Zhang - Medical & Biological Engineering & Computing, 2020 - Springer
We purpose a novel method that combines modified frequency slice wavelet transform
(MFSWT) and convolutional neural network (CNN) for classifying normal and abnormal …