Tonic changes in EEG power spectra during simulated driving

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5638 LNAI, Issue , 2009, Pages 394-403

  Huang, Ruey Song ^a   Jung, Tzyy Ping ^a   Makeig, Scott ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Alertness; Alpha; Delta; Driving; EEG; ICA; Reaction time; Theta

Indexed keywords

BRAIN ACTIVITY; DRIVING PERFORMANCE; DROWSY DRIVING; HIGH-DENSITY; HUMAN COMPUTER INTERFACES; INDEPENDENT COMPONENTS; POWER INCREASE; POWER-SPECTRA; REACTION TIME; SIMULATED DRIVING; SPECTRAL POWER;

AUTOMOBILE DRIVERS; BRAIN; COGNITIVE SYSTEMS; ELECTROENCEPHALOGRAPHY; FOURIER ANALYSIS; FREQUENCY BANDS; HEMODYNAMICS; INTERFACES (COMPUTER);

INDEPENDENT COMPONENT ANALYSIS;

EID: 77951998555     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02812-0_47     Document Type: Conference Paper

References (30)

1. National survey of distracted and drowsy driving attitudes and behavior, vol. 1, DOT HS 809 566 (2002), http://www.nhtsa.dot.gov/people/injury/drowsy- driving1/survey-distractive03/index.htm
2. Drowsy driving and automobile crashes, NCSDR/NHTSA Expert Panel on Driver Fatigue and Sleepiness, http://www.nhtsa.gov/people/injury/drowsy-driving1/ Drowsy.html
3. Makeig, S., Inlow, M.: Lapses in alertness: coherence of fluctuations in performance and the EEG spectrum. Electroencephalogr. Clin. Neurophysiol. 86, 23-35 (1993)
4. Makeig, S., Jung, T.P.: Changes in alertness are a principal component of variance in the EEG spectrum. NeuroReport 7, 213-216 (1995) (Pubitemid 26077229)
5. Makeig, S., Jung, T.P.: Tonic, phasic and transient EEG correlates of auditory awareness in drowsiness. Cogn. Brain Res. 4, 15-25 (1996)
6. Jung, T.P., Makeig, S., Stensmo, M., Sejnowski, T.J.: Estimating alertness from the EEG power spectrum. IEEE Trans. Biomed. Eng. 44, 60-69 (1997)
7. Makeig, S., Jung, T.P., Sejnowski, T.J.: Awareness during drowsiness: dynamics and electrophysiological correlates. Canadian J. Exp. Psy. 54, 266-273 (2000)
8. Schier, M.A.: Changes in EEG alpha power during simulated driving: a demonstration. Int. J. Psychophysiol. 37, 155-162 (2000)
9. Huang, R.S., Tsai, L.L., Kuo, C.J.: Selection of valid and reliable EEG features for predicting auditory and visual alertness levels. Proc. Natl. Sci. Counc. Repub. China B Life Sci. 25, 17-25 (2001)
10. Lal, S.K., Craig, A.: Driver fatigue: electroencephalography and psychological assessment. Psychophysiol. 39, 313-321 (2002)
11. Lal, S.K., Craig, A.: Reproducibility of the spectral components of the electroencephalogram during driver fatigue. Int. J. Psychophysiol. 55, 137-143 (2005)
12. Huang, R.S., Jung, T.P., Duann, J.R., Makeig, S., Sereno, M.I.: Imaging brain dynamics during continuous driving using independent component analysis. In: 35th Annual Meeting of the Society for Neuroscience, Washington D.C. (2005)
13. Huang, R.S., Jung, T.P., Makeig, S.: Multi-scale EEG brain dynamics during sustained attention tasks. In: Proc. IEEE ICASSP 2007, vol. IV, pp. 1173-1176 (2007)
14. Huang, R.S., Jung, T.P., Makeig, S.: Event-related brain dynamics in continuous sustained-attention tasks. In: Schmorrow, D.D., Reeves, L.M. (eds.) HCII 2007 and FAC 2007. LNCS (LNAI), vol. 4565, pp. 65-74. Springer, Heidelberg (2007)
15. Huang, R.S., Jung, T.P., Delorme, A., Makeig, S.: Tonic and phasic electroencephalographic dynamics during continuous compensatory tracking. NeuroImage 39, 1896-1909 (2008)
16. Delorme, A., Makeig, S.: EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J. Neurosci. Meth. 134, 9-21 (2004)
17. Bell, A.J., Sejnowski, T.J.: An information-maximization approach to blind separation and blind deconvolution. Neural Comput. 7, 1129-1159 (1995)
18. Lee, T.W., Girolami, M., Sejnowski, T.J.: Independent component analysis using an extended infomax algorithm for mixed subgaussian and supergaussian sources. Neural Comput. 11, 417-441 (1999)
19. Jung, T.P., Humphries, C., Lee, T.W., McKeown, M.J., Iragui, V., Makeig, S., Sejnowski, T.J.: Removing electroencephalographic artifacts by blind source separation. Psychophysiol. 37, 163-178 (2000) (Pubitemid 30140282)
20. Jung, T.P., Makeig, S., McKeown, M.J., Bell, A.J., Lee, T.W., Sejnowski, T.J.: Imaging brain dynamics using independent component analysis. Proc. IEEE 89, 1107-1122 (2001)
21. Makeig, S., Westerfield, M., Jung, T.P., Enghoff, S., Townsend, J., Courchesne, E., Sejnowski, T.J.: Dynamic brain sources of visual evoked responses. Science 295, 690-694 (2002) (Pubitemid 34111830)
22. Makeig, S., Delorme, A., Westerfield, M., Jung, T.P., Townsend, J., Courchesne, E., Sejnowski, T.J.: Electroencephalographic brain dynamics following manually responded visual targets. PLoS Biol. 2, 747-762 (2004) (Pubitemid 39245229)
23. Onton, J., Westerfield, M., Townsend, J., Makeig, S.: Imaging human EEG dynamics using independent component analysis. Neurosci. Biobehav. Rev. 30, 808-822 (2006)
24. Lin, C.T., Wu, R.C., Jung, T.P., Liang, S.F., Huang, T.Y.: Estimating alertness level based on EEG spectrum analysis. EURASIP J. Appl. Signal Process. 19, 3165-3174 (2005)
25. Lin, C.T., Wu, R.C., Liang, S.F., Huang, T.Y., Chao, W.H., Chen, Y.J., Jung, T.P.: EEG-based drowsiness estimation for safety driving using independent component analysis. IEEE Trans. Circuit Sys. 52, 2726-2738 (2005)
26. Worden, M.S., Foxe, J.J., Wang, N., Simpson, G.V.: Anticipatory biasing of visuospatial attention indexed by retinotopically specific alpha-band electroencephalography increases over occipital cortex. J. Neurosci. 20, RC63 (2000)
27. Rimini-Doering, M., Altmueller, T., Ladstaetter, U., Rossmeier, M.: Effects of lane departure warning on drowsy drivers' performance and state in a simulator. In: Proceedings of the Third International Driving Symposium on Human Factors in Driver Assessment, Training, and Vehicle Design, pp. 88-95 (2005)
28. Kozak, K., Pohl, J., Birk, W., Greenberg, J., Artz, B., Bloomer, M., Cathey, L., Curry, R.: Evaluation of lane departure warnings for drowsy drivers. In: Proceedings of the Human Factors and Ergonomics Society 50th Annual Meeting, pp. 2400-2404 (2006) (Pubitemid 351742146)
29. Navarro, J., Mars, F., Hoc, J.M.: Lateral control assistance for car drivers: a comparison of motor priming and warning systems. Hum. Factors 49, 950-960 (2007) (Pubitemid 47442114)
30. Kullack, A., Ehrenpfordt, I., Lemmer, K., Eggert, F., Reflekt, A.S.: Lane departure prevention system based on behavioural control. IET Intell. Transp. Syst. 2, 285-293 (2008)