Comparison of Time-Frequency Analyzes for a Sleep Staging Application with CNN

Sleep staging is the process of acquiring biological signals during sleep and marking them according to the stages of sleep. The procedure is performed by an experienced physician and takes more time. When this process is automated, the processing load will be reduced and the time required to identi...

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Veröffentlicht in:	Journal of biomimetics, biomaterials and biomedical engineering biomaterials and biomedical engineering, 2022-03, Vol.55, p.109-130
Hauptverfasser:	Özşen, Seral, Efe, Enes
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial neural networks Biological activity Data acquisition Discrete cosine transform Discrete Wavelet Transform EEG Event-related potentials Feature extraction Fourier transforms Gabor transformation Hilbert transformation Neural networks NREM sleep Portable equipment REM sleep Signal classification Signal processing Sleep Sleep and wakefulness Time-frequency analysis Wavelet transforms
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