IEEE Transactions on Biomedical Engineering · 2009 · 34 citations · 17 references
EngineeringCardiologyPhysiologyAcousticsBiomedical Signal ProcessingTime Series AnalysisCardiac Signal ProcessingDigital Signal ProcessingNoiseNoise ReductionNonlinear AcousticsTime-frequency AnalysisCardiac OscillationsCyclostationary ProcessesHeart Sound AnalysisNonlinear AnalysisNonstationary Signal AnalysisStatistical Stationarity
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.
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Neural network classification of homomorphic segmented heart sounds
Cota Navin Gupta, Ramaswamy Palaniappan, Sundaram Swaminathan et al. · Applied Soft Computing · 2005 · 251 citations
Computing, Cardiology, Physiology +13