Noise and Disturbance Reduction for Heart Sounds in Cycle-Frequency Domain Based on Nonlinear Time Scaling

被引:27
作者
Tang, Hong [1 ]
Li, Ting [2 ]
Qiu, Tianshuang [1 ]
机构
[1] Dalian Univ Technol, Dept Biomed Engn, Dalian 116024, Peoples R China
[2] Dalian Nationalities Univ, Coll Electromech & Informat Engn, Dalian 116600, Peoples R China
基金
美国国家科学基金会;
关键词
Cycle-frequency domain; cyclic stationarity enhancement; disturbance reduction; heart sounds; noise reduction; nonlinear time scaling; ALGORITHM;
D O I
10.1109/TBME.2009.2028693
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Through an investigation of various clinical cases, heart sounds are found to be quasi-cyclostationary. Nonlinear time scaling from cycle-to-cycle is proposed to enhance cyclic stationarity, where nonlinear time scaling is approximated by a piecewise linear function. The techniques of cyclostationary signal processing are employed in this paper to reduce noise and disturbance in the cycle-frequency domain. Heart sounds can be theoretically recovered in the presence of additive, zero mean noise, and disturbance (perhaps non-Gaussian, nonstationary, or colored). The experimental tests in various conditions confirm the theoretical results.
引用
收藏
页码:325 / 333
页数:9
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