Effects of Soft Drinks on Resting State EEG and Brain–Computer Interface Performance
Motor imagery (MI)-based brain-computer interface (BCI) using electroencephalography (EEG) allows users to directly control a computer or external device by modulating and decoding the brain waves. A variety of factors could potentially affect the performance of BCI such as the health status of subj...
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doaj-83fe83628df14c89bba239bef3d788da2021-03-29T20:02:16ZengIEEEIEEE Access2169-35362017-01-015187561876410.1109/ACCESS.2017.27510698031334Effects of Soft Drinks on Resting State EEG and Brain–Computer Interface PerformanceJianjun Meng0John H. Mundahl1Taylor D. Streitz2Kaitlin Maile3Nicholas S. Gulachek4Jeffrey He5Bin He6https://orcid.org/0000-0003-2944-8602Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN, USADepartment of Biomedical Engineering, University of Minnesota, Minneapolis, MN, USADepartment of Biomedical Engineering, University of Minnesota, Minneapolis, MN, USADepartment of Biomedical Engineering, University of Minnesota, Minneapolis, MN, USADepartment of Biomedical Engineering, University of Minnesota, Minneapolis, MN, USAMounds View High School, Arden Hills, MN, USADepartment of Biomedical Engineering, University of Minnesota, Minneapolis, MN, USAMotor imagery (MI)-based brain-computer interface (BCI) using electroencephalography (EEG) allows users to directly control a computer or external device by modulating and decoding the brain waves. A variety of factors could potentially affect the performance of BCI such as the health status of subjects or the environment. In this paper, we investigated the effects of soft drinks and regular coffee on EEG signals under resting state and on the performance of MI-based BCI. Twenty-six healthy human subjects participated in three or four BCI sessions with a resting period in each session. During each session, the subjects drank an unlabeled soft drink with either sugar (Caffeine Free Coca-Cola), caffeine (Diet Coke), neither ingredient (Caffeine Free Diet Coke), or a regular coffee if there was a fourth session. The resting state spectral power in each condition was compared; the analysis showed that power in alpha and beta band after caffeine consumption were decreased substantially compared with control and sugar condition. Although the attenuation of powers in the frequency range used for the online BCI control signal was shown, group averaged BCI online performance after consuming caffeine was similar to those of other conditions. This paper, for the first time, shows the effect of caffeine, sugar intake on the online BCI performance, and resting state brain signal.https://ieeexplore.ieee.org/document/8031334/Brain-computer interfaceBCIcaffeineelectroencephalographyEEGsoft drink |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jianjun Meng John H. Mundahl Taylor D. Streitz Kaitlin Maile Nicholas S. Gulachek Jeffrey He Bin He |
spellingShingle |
Jianjun Meng John H. Mundahl Taylor D. Streitz Kaitlin Maile Nicholas S. Gulachek Jeffrey He Bin He Effects of Soft Drinks on Resting State EEG and Brain–Computer Interface Performance IEEE Access Brain-computer interface BCI caffeine electroencephalography EEG soft drink |
author_facet |
Jianjun Meng John H. Mundahl Taylor D. Streitz Kaitlin Maile Nicholas S. Gulachek Jeffrey He Bin He |
author_sort |
Jianjun Meng |
title |
Effects of Soft Drinks on Resting State EEG and Brain–Computer Interface Performance |
title_short |
Effects of Soft Drinks on Resting State EEG and Brain–Computer Interface Performance |
title_full |
Effects of Soft Drinks on Resting State EEG and Brain–Computer Interface Performance |
title_fullStr |
Effects of Soft Drinks on Resting State EEG and Brain–Computer Interface Performance |
title_full_unstemmed |
Effects of Soft Drinks on Resting State EEG and Brain–Computer Interface Performance |
title_sort |
effects of soft drinks on resting state eeg and brain–computer interface performance |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2017-01-01 |
description |
Motor imagery (MI)-based brain-computer interface (BCI) using electroencephalography (EEG) allows users to directly control a computer or external device by modulating and decoding the brain waves. A variety of factors could potentially affect the performance of BCI such as the health status of subjects or the environment. In this paper, we investigated the effects of soft drinks and regular coffee on EEG signals under resting state and on the performance of MI-based BCI. Twenty-six healthy human subjects participated in three or four BCI sessions with a resting period in each session. During each session, the subjects drank an unlabeled soft drink with either sugar (Caffeine Free Coca-Cola), caffeine (Diet Coke), neither ingredient (Caffeine Free Diet Coke), or a regular coffee if there was a fourth session. The resting state spectral power in each condition was compared; the analysis showed that power in alpha and beta band after caffeine consumption were decreased substantially compared with control and sugar condition. Although the attenuation of powers in the frequency range used for the online BCI control signal was shown, group averaged BCI online performance after consuming caffeine was similar to those of other conditions. This paper, for the first time, shows the effect of caffeine, sugar intake on the online BCI performance, and resting state brain signal. |
topic |
Brain-computer interface BCI caffeine electroencephalography EEG soft drink |
url |
https://ieeexplore.ieee.org/document/8031334/ |
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