Detection of the Third Heart Sound Based on Nonlinear Signal Decomposition and Time-Frequency Localization

doi:10.1109/TBME.2015.2500276

	Detection of the Third Heart Sound Based on Nonlinear Signal Decomposition and Time-Frequency Localization
	Barma, Shovan 1; Chen, Bo-Wei 1; Ji, Wen 2; Rho, Seungmin 3; Chou, Chih-Hung 1; Wang, Jhing-Fa 1
	2016-08-01
发表期刊	IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
ISSN	0018-9294
卷号	63 期号:8 页码:1718-1727
摘要	This study presents a precise way to detect the third (S-3) heart sound, which is recognized as an important indication of heart failure, based on nonlinear single decomposition and time-frequency localization. The detection of the S-3 is obscured due to its significantly low energy and frequency. Even more, the detected S-3 may be misunderstood as an abnormal second heart sound with a fixed split, which was not addressed in the literature. To detect such S-3, the Hilbert vibration decomposition method is applied to decompose the heart sound into a certain number of subcomponents while intactly preserving the phase information. Thus, the time information of all of the decomposed components are unchanged, which further expedites the identification and localization of any module/section of a signal properly. Next, the proposed localization step is applied to the decomposed subcomponents by using smoothed pseudo Wigner-Ville distribution followed by the reassignment method. Finally, based on the positional information, the S-3 is distinguished and confirmed by measuring time delays between the S-2 and S-3. In total, 82 sets of cardiac cycles collected from different databases including Texas Heart Institute database are examined for evaluation of the proposed method. The result analysis shows that the proposed method can detect the S-3 correctly, even when the normalized temporal energy of S-3 is larger than 0.16, and the frequency of those is larger than 34 Hz. In a performance analysis, the proposed method demonstrates that the accuracy rate of S-3 detection is as high as 93.9%, which is significantly higher compared with the other methods. Such findings prove the robustness of the proposed idea for detecting substantially low-energized S-3
关键词	Analysis of heart sounds analysis of S-3 detection of third heart sound Hilbert vibration decomposition (HVD)
DOI	10.1109/TBME.2015.2500276
收录类别	SCI
语种	英语
资助项目	National Science Council of the Republic of China[NSC 102-2221-E-006-142-MY3]
WOS研究方向	Engineering
WOS类目	Engineering, Biomedical
WOS记录号	WOS:000380325000017
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：15[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/8244
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Chen, Bo-Wei
作者单位	1.Natl Cheng Kung Univ, Dept Elect Engn, Tainan 701, Taiwan 2.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China 3.Sungkyul Univ, Dept Multimedia, Anyang, South Korea
推荐引用方式 GB/T 7714	Barma, Shovan,Chen, Bo-Wei,Ji, Wen,et al. Detection of the Third Heart Sound Based on Nonlinear Signal Decomposition and Time-Frequency Localization[J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING,2016,63(8):1718-1727.
APA	Barma, Shovan,Chen, Bo-Wei,Ji, Wen,Rho, Seungmin,Chou, Chih-Hung,&Wang, Jhing-Fa.(2016).Detection of the Third Heart Sound Based on Nonlinear Signal Decomposition and Time-Frequency Localization.IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING,63(8),1718-1727.
MLA	Barma, Shovan,et al."Detection of the Third Heart Sound Based on Nonlinear Signal Decomposition and Time-Frequency Localization".IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING 63.8(2016):1718-1727.