An accurate sleep stages classification system using a new class of optimally time-frequency localized three-band wavelet filter bank

Computers in Biology and Medicine
Manish SharmaU Rajendra Acharya

Abstract

Sleep related disorder causes diminished quality of lives in human beings. Sleep scoring or sleep staging is the process of classifying various sleep stages which helps to detect the quality of sleep. The identification of sleep-stages using electroencephalogram (EEG) signals is an arduous task. Just by looking at an EEG signal, one cannot determine the sleep stages precisely. Sleep specialists may make errors in identifying sleep stages by visual inspection. To mitigate the erroneous identification and to reduce the burden on doctors, a computer-aided EEG based system can be deployed in the hospitals, which can help identify the sleep stages, correctly. Several automated systems based on the analysis of polysomnographic (PSG) signals have been proposed. A few sleep stage scoring systems using EEG signals have also been proposed. But, still there is a need for a robust and accurate portable system developed using huge dataset. In this study, we have developed a new single-channel EEG based sleep-stages identification system using a novel set of wavelet-based features extracted from a large EEG dataset. We employed a novel three-band time-frequency localized (TBTFL) wavelet filter bank (FB). The EEG signals are decomposed using ...Continue Reading

Citations

Oct 28, 2019·International Journal of Environmental Research and Public Health·Jaypal Singh RajputU Rajendra Acharya
Jun 14, 2020·International Journal of Environmental Research and Public Health·Tianqi ZhuFeng Yu
Feb 23, 2019·International Journal of Environmental Research and Public Health·Ozal YildirimU Rajendra Acharya
Sep 27, 2018·Computational and Mathematical Methods in Medicine·Bingtao ZhangHanshu Cai
Feb 26, 2021·Computers in Biology and Medicine·Manish SharmaU Rajendra Acharya
Apr 4, 2021·International Journal of Environmental Research and Public Health·Manish SharmaU Rajendra Acharya
Jun 29, 2021·Technology and Health Care : Official Journal of the European Society for Engineering and Medicine·Dechun ZhaoXing Wang
Jun 22, 2021·Computers in Biology and Medicine·Priyalakshmi Sheela, Subha D Puthankattil
Aug 10, 2020·Computers in Biology and Medicine·Jaypal Singh RajputU Rajendra Acharya
Oct 26, 2021·Computer Methods in Biomechanics and Biomedical Engineering·Mesut Melek, Negin Melek

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