2013 · 23 citations · 10 references
EngineeringBioengineeringBiomedical EngineeringBioinstrumentationBiomedical Signal ProcessingElectrophysiologyBiomedical Signal CompressionBiomedical Signal ModelingData CompressionDigital Signal ProcessingElectrocardiogram AnalysisElectrocardiographyCompressionCompression Performance EvaluationEcg Signal CompressionEcg Signal PreprocessingEcg Signal ReconstructionElectrocardiogram CompressionElectrocardiogram ModelingModel-based Compression
Mobile health is gaining increasing importance for society and the quest for new power efficient devices sampling biosignals is becoming critical. We discuss a new scheme called Variable Pulse Width Finite Rate of Innovation (VPW-FRI) to model and compress ECG signals. This technique generalizes classical FRI estimation to enable the use of a sum of asymmetric Cauchy-based pulses for modeling electrocardiogram (ECG) signals. We experimentally show that VPW-FRI indeed models ECG signals with increased accuracy compared to current standards. In addition, we study the compression efficiency of the method: compared with various widely used compression schemes, we showcase improvements in terms of compression efficiency as well as sampling rate.
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PhysioBank, PhysioToolkit, and PhysioNet
Ary L. Goldberger, Luı́s A. Nunes Amaral, Leon Glass et al. · Circulation · 2000 · 14.5K citations · Full text