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Phase synchronization of EEG in the head midline is associated with sleep-wakefulness stages

  • China Astronaut Research and Training Center
  • Beijing Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

It is still unknown if the EEG phase-locking value (PLV) on the boundary between brain hemispheres is associated with sleep stages or not. Totally 39 EEG recordings were analyzed from the Expanded Sleep Database in EDF. Original EEG was decomposed into four bands. PLV was derived from Fpz-Cz and Pz-Oz. Using support-vector machine classifier for sleep-wakefulness classification, accuracies were 90.0% and 90.7% with linear kernel and radial basis function kernel, respectively. The phase-locking value derived from EEG bipolar leads between brain hemispheres are highly associated to sleep-wakefulness stages.

Original languageEnglish
Title of host publication2020 IEEE International Conference on Mechatronics and Automation, ICMA 2020
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1587-1590
Number of pages4
ISBN (Electronic)9781728164151
DOIs
Publication statusPublished - 13 Oct 2020
Event17th IEEE International Conference on Mechatronics and Automation, ICMA 2020 - Beijing, China
Duration: 13 Oct 202016 Oct 2020

Publication series

Name2020 IEEE International Conference on Mechatronics and Automation, ICMA 2020

Conference

Conference17th IEEE International Conference on Mechatronics and Automation, ICMA 2020
Country/TerritoryChina
CityBeijing
Period13/10/2016/10/20

Keywords

  • EEG
  • phase synchronization
  • phase-locking value
  • sleep-wakefulness classification

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