EEG-based lapse detection with high temporal resolution

IEEE Transactions on Biomedical Engineering

Volumn 54, Issue 5, 2007, Pages 832-839

  Davidson, Paul R ^a,b,c   Jones, Richard D ^a,b,c,d   Peiris, Malik T R ^a,b,c  

^a Van der Veer Institute New Zealand   (New Zealand)

^b CHRISTCHURCH HOSPITAL   (New Zealand)

^c UNIVERSITY OF CANTERBURY   (New Zealand)

^d UNIVERSITY OF OTAGO   (New Zealand)

Author keywords

Alertness monitoring; Artificial neural networks; EEG; Lapses of responsiveness; Microsleeps; Visuomotor tracking

Indexed keywords

ACCIDENTS; ALARM SYSTEMS; ELECTROENCEPHALOGRAPHY; NEURAL NETWORKS; REAL TIME CONTROL; VIDEO RECORDING;

ALERTNESS MONITORING; LAPSES OF RESPONSIVENESS; MICROSLEEPS; VISUOMOTOR TRACKING;

MEDICAL PROBLEMS;

ADULT; AREA UNDER THE CURVE; ARTICLE; ARTIFICIAL NEURAL NETWORK; ELECTROENCEPHALOGRAM; ELECTROENCEPHALOGRAPHY; HUMAN; HUMAN EXPERIMENT; MALE; MULTICHANNEL RECORDER; NORMAL HUMAN; PERCEPTRON; RECEIVER OPERATING CHARACTERISTIC; SHORT TERM MEMORY; TASK PERFORMANCE; VIDEORECORDING; VISUOMOTOR COORDINATION;

ADOLESCENT; ADULT; ALGORITHMS; ATTENTION; ELECTROENCEPHALOGRAPHY; HUMANS; MALE; MEMORY, SHORT-TERM; NEURAL NETWORKS (COMPUTER); ROC CURVE; SLEEP; SLEEP STAGES; TASK PERFORMANCE AND ANALYSIS; TIME FACTORS; VIDEO RECORDING;

EID: 34247338982     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2007.893452     Document Type: Article

References (39)

1. D. de Waard and K. A. Brookhuis, "Assessing driver status: A demonstration experiment on the road," Accid. Anal. Prev., vol. 23, pp. 297-307, 1991.
2. S. Porcu, A. Bellatreccia, M. Ferrara, and M. Casagrande, "Sleepiness, alertness and performance during a laboratory simulation of an acute shift of the wake-sleep cycle," Ergonomics, vol. 41, pp. 1192-1202, 1998.
3. D. Sommer, T. Hink, and M. Golz, "Application of learning vector quantization to detect drivers dozing-off," in Proc. Eunite. Symp., Albufeira, Portugal, 2002, pp. 99-103.
4. S. K. Lal and A. Craig, "Driver fatigue: Electroencephalography and psychological assessment," Psychophysiology, vol. 39, pp. 313-321, 2002.
5. Y. Harrison and J. A. Horne, "Occurrence of microsleeps during daytime sleep onset in normal subjects," Electroencephalogr. Clin. Neurophysiol., vol. 98, pp. 411-416, 1996.
6. R. Parasuraman, The Attentive Brain. Cambridge, MA: MIT Press, 1998.
7. S. Makeig and M. Inlow, "Lapses in alertness: Coherence of fluctuations in performance and EEG spectrum," Electroencephalogr. Clin. Neurophysiol., vol. 86, pp. 23-35, 1993.
8. L. Torsvall and T. Akerstedt, "Sleepiness on the job: Continuously measured EEG changes in train drivers," Electroencephalogr. Clin. Neurophysiol., vol. 66, pp. 502-511, 1987.
9. G. Kecklund and T. Akerstedt, "Sleepiness in long distance truck driving: An ambulatory EEG study of night driving," Ergonomics, vol. 36, pp. 1007-1017, 1993.
10. R. S. Huang, L. L. Tsai, and C. J. Kuo, "Selection of valid and reliable EEG features for predicting auditory and visual alertness levels," Proc. Nat. Sci. Council Republic of China B, vol. 25, pp. 17-25, 2001.
11. S. Makeig and T. P. Jung, "Tonic, phasic, and transient eeg correlates of auditory awareness in drowsiness," Brain Res. Cogn. Brain Res., vol. 4, pp. 15-25, 1996.
12. T. P. Jung, S. Makeig, M. Stensmo, and T. J. Sejnowski, "Estimating alertness from the EEG power spectrum," IEEE Trans. Biomed. Eng., vol. 44, no. 1, pp. 60-69, Jan 1997.
13. S. Makeig and T. P. Jung, "Changes in alertness are a principal component of variance in the EEG spectrum," Neuroreport, vol. 7, pp. 213-216, 1995.
14. K. F. Van Orden, T. P. Jung, and S. Makeig, "Combined eye activity measures accurately estimate changes in sustained visual task performance," Biol. Psychol., vol. 52, pp. 221-240, 2000.
15. S. Makeig, T. P. Jung, and T. J. Sejnowski, "Awareness during drowsiness: Dynamics and electrophysiological correlates," Can. J. Exp. Psychol., vol. 54, pp. 266-273, 2000.
16. P. Tassi, A. Bonnneford, A. Hoeft, R. Eschenlauer, and A. Muzetand, "Arousal and vigilance: Do they differ? Study in a sleep inertia paradigm," Sleep Res. Online, vol. 5, pp. 83-87, 2003.
17. J. R. Foucher, H. Otzenberger, and D. Gounot, "Where arousal meets attention:A simultaneous fmri and EEG recording study," Neuroimage, vol. 22, pp. 688-697, 2004.
18. R. D. Ogilvie, "The process of falling asleep," Sleep Med. Rev., vol. 5, pp. 247-270, 2001.
19. M. T. R. Peiris, R. D. Jones, G. J. Carroll, and P. J. Bones, "Investigation of lapses of consciousness using a tracking task: Preliminary results," in Proc. 26th Annu. Int. Conf. IEEE Engineering in Medicine and Biology Society (EMBC 2004), San Francisco, CA, 2004, pp. 4721-4724.
20. A. Vuckovic, V. Radivojevic, A. C. Chen, and D. Popovic, "Automatic recognition of alertness and drowsiness from EEG by an artificial neural network," Med. Eng. Phys., vol. 24, pp. 349-360, 2002.
21. S. K. Lal, A. Craig, P. Boord, L. Kirkup, and H. Nguyen, "Development of an algorithm for an EEG-based driver fatigue countermeasure," J. Safety Res., vol. 34, pp. 321-328, 2003.
22. S. Hochreiter and J. Schmidhuber, "Long short-term memory," Neural Comput., vol. 9, pp. 1735-1780, 1997.
23. J. Schmidhuber, F. Gers, and D. Eck, "Learning nonregular languages: A comparison of simple recurrent networks and LSTM," Neural Comput., vol. 14, pp. 2039-2041, 2002.
24. F. A. Gers, J. Schmidhuber, and F. Cummins, "Learning to forget: Continual prediction with LSTM," Neural Comput., vol. 12, pp. 2451-2471, 2000.
25. R. D. Jones, "Measurement of sensory-motor control performance capacities: Tracking tasks," in The Biomedical Engineering Handbook, J. Bronzino, Ed., 3rd ed. Boca Raton, FL: CRC Press, 2006, pp. 77:1-77:25.
26. R. C. O'Reilly, C. K. Dawson, and J. L. McClelland, Pdp++ Neural Network Simulator 2003.
27. T. Sing, O. Sander, N. Beerenwinkel, and T. Lengauer, "Rocr: Visualizing classifier performance in R," Bioinformatics, vol. 21, pp. 3940-3941, 2005.
28. M. Goadrich, L. Oliphant, and J. Shavlik, "Learning ensembles of firstorder clauses for recall-precision curves: A case study in biomedical information extraction," presented at the 14th Int. Conf. Inductive Logic Programming (ILP), Porto, Portugal, 2004.
29. D. Sheskin, Handbook of Parametric and Nonparametric Statistical Procedures. Boca Raton, FL: CRC Press, 1997.
30. T. S. Rögnvaldsson, "A simple trick for estimating the weight decay parameter," in Neural Networks: Tricks of the Trade, K. Muller and G. Orr, Eds., 1st ed. Berlin, Germany: Springer, 1998, pp. 71-92.
31. D. C. Plaut, S. J. Nowlen, and G. E. Hinton, Experiments on Learning by Backpropagation Carnegie Mellon Univ., Pittsburgh, PA, Tech. Rep. CMU-CS-86-126, 1986.
32. G. Gruber, A. Flexer, and G. Dorffner, "Unsupervised continuous sleep analysis," Meth. Find Exp. Clin. Pharmacol., vol. 24, no. Suppl D, pp. 51-56, 2002.
33. A. Flexer, G. Gruber, and G. Dorffner, "A reliable probabilistic sleep stager based on a single EEG signal," Artif. Intell. Med., vol. 33, pp. 199-207, 2005.
34. T. P. Jung, S. Makeig, C. Humphries, T. W. Lee, M. J. McKeown, V. Iragui, and T. J. Sejnowski, "Removing electroencephalographic artifacts by blind source separation," Psychophysiology, vol. 37, pp. 163-178, 2000.
35. M. Sarter, B. Givens, and J. P. Bruno, "The cognitive neuroscience of sustained attention: Where top-down meets bottom-up," Brain Res. Rev., vol. 35, pp. 146-160, 2001.
36. A. Rechtschaffen and A. Kales, A Manual of Standardized Terminology, Techniques, and Scoring System for Sleep Stages of Human Subjects. Los Angeles: Univ. California, Brain Inf. Service/Brain Res. Inst., 1968.
37. O. Winter, A. Kok, J. L. Kenemans, and M. Elton, "Auditory event-related potentials to deviant stimuli during drowsiness and stage 2 sleep," Electroencephalogr. Clin. Neurophysiol., vol. 96, pp. 398-412, 1995.
38. C. M. Portas, G. Rees, A. M. Howseman, O. Josephs, R. Turner, and C. D. Frith, "A specific role for the thalamus in mediating the interaction of attention and arousal in humans," J. Neurosci., vol. 18, pp. 8979-8989, 1998.
39. M. T. R. Peiris, R. D. Jones, P. R. Davidson, G. J. Carroll, and P. J. Bones, "Frequent behavioural microsleeps during an extended visuomotor tracking task in non-sleep-deprived subjects," J. Sleep Res., vol. 15, no. 3, pp. 291-300, 2006.