Multivariate autoregressive models and kernel learning algorithms for classifying driving mental fatigue based on electroencephalographic

Expert Systems with Applications

Volumn 38, Issue 3, 2011, Pages 1859-1865

  Zhao, Chunlin ^a,b   Zheng, Chongxun ^a   Zhao, Min ^a   Tu, Yaling ^a   Liu, Jianping ^b  

^a XI'AN JIAOTONG UNIVERSITY   (China)

^b ENGINEERING COLLEGE OF ARMED POLICE FORCE   (China)

Author keywords

Driving mental fatigue; EEG; KPCA; MVAR; SVM

Indexed keywords

EEG; KPCA; MENTAL FATIGUE; MVAR; SVM;

FEATURE EXTRACTION; LEARNING ALGORITHMS; PRINCIPAL COMPONENT ANALYSIS;

SUPPORT VECTOR MACHINES;

EID: 78049530131     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2010.07.115     Document Type: Article

References (23)

1. C.W. Anderson, E.A. Stolz, and S. Shamsunder Multivariate autoregressive models for classification of spontaneous electroencephalographic signals during mental tasks IEEE Transactions on Biomedical Engineering 45 3 1998 277 286
2. P. Bouchner A complex analysis of the driver behavior from simulated driving focused on fatigue detection classification WSEAS Transactions on Systems 5 1 2006 84 91
3. J.C. Burges A tutorial on support vector machines for pattern recognition Data Mining and Knowledge Discovery 2 1998 121 167
4. P.J. Franaszczuk, K.J. Blinowska, and M. Kowalczyk The application of parametric multichannel spectral estimates in the study of electrical brain activity Biological Cybernetics 51 1985 239 247
5. S.Y. Hu, and G. Zheng Driver drowsiness detection with eyelid related parameters by support vector machine Expert System with Applications 36 2009 7651 7658
6. B.T. Jap, S. Lal, P. Fischer, and E. Bekiaris Using EEG spectral components to assess algorithms for detecting fatigue Expert Systems with Application 36 2008 2352 2359
7. Knerr, S.; Personnaz, L.; & Dreyfus, G. (1990). Single-layer learning revisited: A stepwise procedure for building and training a neural network. In Neurocomputing algorithms, architectures and applications. NATO ASI Series (Vol. F68, pp. 41-50).
8. R. Kus, K.J. Blinowska, M. Kaminski, and A. Basinska-Strarzycka Propagation of EEG activity during continuous attention test Bulletin of Polish Academy of Sciences Technical Sciences 53 3 2005 217 222
9. S.K.L. Lal, and A. Craig A critical review of the psychophysiology of driver fatigue Biological Psychology 55 2001 173 194
10. S.K.L. Lal, and A. Craig Driver fatigue, electroencephalography and psychological assessment Psychophysiology 39 2002 313 321
11. S.K.L. Lal, A. Craig, P. Boord, L. Kirkup, and H. Nguyen Development of an algorithm for an EEG-based driver fatigue countermeasure Journal of Safety Research 34 2003 321 328
12. Z.Y. Li, K. Jiao, M. Chen, and C.T. Wang Effect of magnitopuncture on sympathetic and parasympathetic nerve activities in healthy drivers assessment by power spectrum analysis of heart rate variability European Journal of Applied Physiology 88 4-5 2003 404 410
13. C.-T. Lin, R.-C. Wu, S.-F. Liang, W.-H. Chao, Y.-J. Cheng, and T.-P. Jung EEG-based drowsiness estimation for safety driving using independent component analysis IEEE Transactions on Circuits and Systems 52 12 2005 2726 2738
14. T.F. Meijman Mental fatigue and the efficiency of information processing in relation to work times International Journal of Industrial Ergonomics 20 1994 31 38
15. A. Neumaier, and T. Schneider Estimation of parameters and eigenmodes of multivariate autoregressive modes ACM Transactions on Mathematical Software 27 1 2001 37 57
16. S. Otmani, T. Pebayle, J. Roge, and A. Muzet Effect of driving duration and partial sleep deprivation on subsequent alertness and performance of car drivers Physiology and Behavior 84 5 2005 715 724
17. R. Sayed, and A. Eskandarian Unobtrusive drowsiness detection by neural network learning of driver steering Proceedings of the Institution of Mechanical Engineers-Part D-Journal of Automobile Engineering 215 9 2001 969 975
18. B. Scholkopf, A. Smola, and K.R. Muller Nonlinear component analysis as a kernel eigenvalue problem Neural Computation 10 5 1998 1299 1319
19. Smith, P.; Shan, M.; & da Vitoria Lobo, N. (2000). Monitoring head/eye motion for driver alertness with one camera. In Proceeding of the international conference on pattern recognition (Vol. 4, pp. 636-642).
20. The Parliament of the Commonwealth of Australia. (2000). Beyond the midnight oil. Managing fatigue in transport. House of Representatives Standing Committee on Communication, Transport and the Arts, Australia.
21. P.-H. Ting, J.-R. Hwang, J.-L. Doong, and M.-C. Jeng Driver fatigue and highway driving: A simulator study Physiology and Behavior 94 3 2008 448 453
22. V.N. Vapnik Statistical learning theory 1998 John Wiley and Sons Inc. New York
23. L. Zhang, W.D. Zhou, and L.C. Jiao Wavelet support vector machine IEEE Transactions on Systems, Man and Cybernetics 34 1 2004 34 39