Journal of Biological Systems · 2006 · 36 citations · 11 references
EngineeringBioengineeringBiomedical EngineeringBiomedical Signal ProcessingElectrophysiologyTime Series AnalysisBiomedical Signal FilteringBiomedical Signal ModelingBiomedical Signal SegmentationDigital Signal ProcessingElectrocardiographySignal ProcessingEcg SegmentationGradient DescentPeriodic OscillationsPhysiological Signal RepresentationQuasi-periodic OscillationsSignal ModelingSignal SegmentationThresholding
A general technique for representing quasi-periodic oscillations, typical of biomedical signals, is described. Using energy thresholding and Gaussian kernels, in conjunction with a nonlinear gradient descent optimization, it is shown that significant noise reduction, compression and turning point location is possible. As such, the signal representation model can be considered a form of correlated source separation. Applications to filtering, modelling and robust ECG QT-analysis are described.
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William H. Press, Saul A. Teukolsky, William T. Vetterling et al. · 1994 · 15.4K citations
Pablo Laguna, R. Jané, Olivier Meste et al. · IEEE Transactions on Biomedical Engineering · 1992 · 145 citations