EEG-Based Estimation and Classification of Mental Fatigue

@inproceedings{Trejo2015EEGBasedEA,
  title={EEG-Based Estimation and Classification of Mental Fatigue},
  author={Leonard J. Trejo and Karla Kubitz and Roman Rosipal and Rebekah Kochavi and Leslie D. Montgomery},
  year={2015}
}
Mental fatigue was associated with increased power in frontal theta (θ) and parietal alpha (α) EEG rhythms. A statistical classifier can use these effects to model EEG-fatigue relationships accurately. Participants (n = 22) solved math problems on a computer until either they felt exhausted or 3 h had elapsed. Preand post-task mood scales showed that fatigue increased and energy decreased. Mean response times rose from 6.7 s to 7.9 s but accuracy did not change significantly. Mean power… CONTINUE READING

Citations

Publications citing this paper.
Showing 1-10 of 16 extracted citations

Motor imagery and mental fatigue: inter-relationship and EEG based estimation

Journal of Computational Neuroscience • 2018
View 3 Excerpts
Highly Influenced

Classification of EEG based-mental fatigue using principal component analysis and Bayesian neural network

2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) • 2016
View 8 Excerpts
Highly Influenced

Mental Fatigue Estimation Using EEG in a Vigilance Task and Resting States

2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) • 2018
View 1 Excerpt

STEW: Simultaneous Task EEG Workload Data Set

IEEE Transactions on Neural Systems and Rehabilitation Engineering • 2018

References

Publications referenced by this paper.
Showing 1-10 of 66 references

The Biopsychology of Mood and Arousal

R. E. Thayer
New York: Oxford University Press. • 1989
View 8 Excerpts
Highly Influenced

Activation-Deactivation Adjective Check List: Current Overview and Structural Analysis

R. E. Thayer
Psychological Reports, 58, 607-614. http://dx.doi.org/10.2466/pr0.1986.58.2.607 • 1986
View 8 Excerpts
Highly Influenced

EEG Correlates of Fluctuation in Cognitive Performance in an Air Traffic Control Task

V. K. Krishnan, D. Dasari, L. Ding
Technical Report DOT/FAA/AM-14/12 • 2014

Modeling EEG-Band Neurofeedback: Modulating Internal States without Conditioning of EEG Sources

E. Zaidel, R. Rosipal, +4 authors L. J. Trejo
ISNR 21st Annual Conference, • 2013
View 2 Excerpts

The Psychology of Fatigue

R. Hockey
Cambridge University Press. http://dx.doi.org/10.1017/cbo9781139015394 • 2013
View 1 Excerpt

Similar Papers

Loading similar papers…