Save Muscle Information-Unfiltered EEG Signal Helps Distinguish Sleep Stages.
Publication
, Journal Article
Liu, G-R; Lustenberger, C; Lo, Y-L; Liu, W-T; Sheu, Y-C; Wu, H-T
Published in: Sensors (Basel, Switzerland)
April 2020
Based on the well-established biopotential theory, we hypothesize that the high frequency spectral information, like that higher than 100Hz, of the EEG signal recorded in the off-the-shelf EEG sensor contains muscle tone information. We show that an existing automatic sleep stage annotation algorithm can be improved by taking this information into account. This result suggests that if possible, we should sample the EEG signal with a high sampling rate, and preserve as much spectral information as possible.
Published In
Sensors (Basel, Switzerland)
DOI
EISSN
1424-8220
ISSN
1424-8220
Publication Date
April 2020
Volume
20
Issue
7
Start / End Page
E2024
Related Subject Headings
- Sleep Stages
- Humans
- Electromyography
- Electroencephalography
- Analytical Chemistry
- Algorithms
- 4606 Distributed computing and systems software
- 4104 Environmental management
- 4009 Electronics, sensors and digital hardware
- 4008 Electrical engineering
Citation
APA
Chicago
ICMJE
MLA
NLM
Liu, G.-R., Lustenberger, C., Lo, Y.-L., Liu, W.-T., Sheu, Y.-C., & Wu, H.-T. (2020). Save Muscle Information-Unfiltered EEG Signal Helps Distinguish Sleep Stages. Sensors (Basel, Switzerland), 20(7), E2024. https://doi.org/10.3390/s20072024
Liu, Gi-Ren, Caroline Lustenberger, Yu-Lun Lo, Wen-Te Liu, Yuan-Chung Sheu, and Hau-Tieng Wu. “Save Muscle Information-Unfiltered EEG Signal Helps Distinguish Sleep Stages.” Sensors (Basel, Switzerland) 20, no. 7 (April 2020): E2024. https://doi.org/10.3390/s20072024.
Liu G-R, Lustenberger C, Lo Y-L, Liu W-T, Sheu Y-C, Wu H-T. Save Muscle Information-Unfiltered EEG Signal Helps Distinguish Sleep Stages. Sensors (Basel, Switzerland). 2020 Apr;20(7):E2024.
Liu, Gi-Ren, et al. “Save Muscle Information-Unfiltered EEG Signal Helps Distinguish Sleep Stages.” Sensors (Basel, Switzerland), vol. 20, no. 7, Apr. 2020, p. E2024. Epmc, doi:10.3390/s20072024.
Liu G-R, Lustenberger C, Lo Y-L, Liu W-T, Sheu Y-C, Wu H-T. Save Muscle Information-Unfiltered EEG Signal Helps Distinguish Sleep Stages. Sensors (Basel, Switzerland). 2020 Apr;20(7):E2024.
Published In
Sensors (Basel, Switzerland)
DOI
EISSN
1424-8220
ISSN
1424-8220
Publication Date
April 2020
Volume
20
Issue
7
Start / End Page
E2024
Related Subject Headings
- Sleep Stages
- Humans
- Electromyography
- Electroencephalography
- Analytical Chemistry
- Algorithms
- 4606 Distributed computing and systems software
- 4104 Environmental management
- 4009 Electronics, sensors and digital hardware
- 4008 Electrical engineering