Separation of discontinuous adventitious sounds from vesicular sounds using a wavelet-based filter

被引:91
作者
Hadjileontiadis, LJ
Panas, SM
机构
[1] Department of EE and CE, Aristotle University of Thessaloniki
关键词
discontinuous adventitious sounds; multiresolution analysis; vesicular sounds; wavelet transform; wavelet transform-based stationary-nonstationary filter;
D O I
10.1109/10.649999
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The separation of pathological discontinuous adventitious sounds (DAS) from vesicular sounds (VS) is of great importance to the analysis of lung sounds, since DAS are related to certain pulmonary pathologies. An automated way of revealing the diagnostic character of DAS by isolating them from VS, based on their nonstationarity, is presented in this paper. The proposed algorithm combines multiresolution analysis with hard thresholding in order to compose a wavelet transform-based stationary-nonstationary filter (WTST-NST). Applying the WTST-NST filter to fine/coarse crackles and squawks, selected from three lung sound databases, the coherent structure of DAS is revealed and they are separated from VS. When compared to other separation tools, the WTST-NST filter performed more accurately, objectively, and with lower computational cost. Due to its simple implementation it fan easily be used in clinical medicine.
引用
收藏
页码:1269 / 1281
页数:13
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