Adaptive Fourier Decomposition Approach for Lung-Heart Sound Separation

被引:0
作者
Wang, Ze [1 ]
da Cruz, Janir Nuno [1 ]
Wan, Feng [1 ]
机构
[1] Univ Macau, Fac Sci & Technol, Dept Elect & Comp Engn, Macau, Peoples R China
来源
2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND VIRTUAL ENVIRONMENTS FOR MEASUREMENT SYSTEMS AND APPLICATIONS (CIVEMSA) | 2015年
关键词
adaptive Fourier decomposition; heart sound; lung sound; EMPIRICAL MODE DECOMPOSITION; REDUCTION; ALGORITHM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Interference often occurs between the lung sound (LS) and the heart sound (HS). Due to the overlap in their frequency spectrums, it is difficult to separate them. This paper proposes a novel separation method based on the adaptive Fourier decomposition (AFD) to separate the HS and the LS with the minimum energy loss. This AFD-based separation method is validated on the real HS signal from the University of Michigan Heart Sound and Murmur Library as well as the real LS signal from the 3M repository. Simulation results indicate that the proposed method is better than other extraction methods based on the recursive least square (RLS), the standard empirical mode decomposition (EMD) and various extensions of the EMD including the ensemble EMD (EEMD), the multivariate EMD (M-EMD) and the noise assisted M-EMD (NAM-EMD).
引用
收藏
页码:215 / 219
页数:5
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