Deep learning strategies for foetal electrocardiogram signal synthesis.

D. J. Jagannath,D. Raveena Judie Dolly,J. Dinesh Peter

Pattern Recognition Letters（2020）

引用 6|浏览17

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摘要

•Deep learning investigation with three diverse artificial intelligent topologies.•Hybridization with Baye's filter.•Experimentation with diverse signals: Physionet dataset and Daisy dataset, real time maternal signals and simulated signals.•Synthesized fECG with above par SNR around 39 dB.•High quality signal construction with PRD around 0.3.

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关键词

Deep learning,Foetal electrocardiogram,Convolutional neural network,Deep belief neural network,Back propagation neural network

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