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Volumn 58, Issue 1, 2011, Pages 121-131

Driver drowsiness classification using fuzzy wavelet-packet-based feature-extraction algorithm

Author keywords

Biosignal processing; driver drowsiness; feature extraction

Indexed keywords

BIOSIGNAL PROCESSING; CLASSIFICATION ACCURACY; DATA SETS; DRIVER DROWSINESS; DRIVING TEST; ELECTRO-OCULOGRAM; ELECTROCARDIOGRAM SIGNAL; EXTRACTING FEATURES; EXTRACTION ALGORITHMS; EXTRACTION METHOD; FUZZY MEMBERSHIP; INFORMATION CONTENTS; PACKET-BASED; PHYSIOLOGICAL SIGNALS; SIMULATION TESTS; WAVELET PACKET TRANSFORMS;

EID: 79551532116     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2010.2077291     Document Type: Article
Times cited : (456)

References (50)
  • 1
    • 52949112306 scopus 로고    scopus 로고
    • A definition of drowsiness: One purpose for sleep?
    • J. D. Slater, "A definition of drowsiness: One purpose for sleep?" Med. Hypotheses, vol. 71, pp. 641-644, 2008.
    • (2008) Med. Hypotheses , vol.71 , pp. 641-644
    • Slater, J.D.1
  • 2
    • 1642565247 scopus 로고    scopus 로고
    • Correlation between driving errors and vigilance level: Influence of the driver's age
    • A. Campagne, T. Pebayle, and A. Muzet, "Correlation between driving errors and vigilance level: Influence of the driver's age," Physiol. Behav., vol. 80, no. 4, pp. 515-524, 2004.
    • (2004) Physiol. Behav. , vol.80 , Issue.4 , pp. 515-524
    • Campagne, A.1    Pebayle, T.2    Muzet, A.3
  • 3
    • 0002068946 scopus 로고
    • Performing while sleepy: Effects of experimentally-induced sleepiness
    • T. Mank, Ed. New York: Wiley
    • D. F. Dinges and N. Kribbs, "Performing while sleepy: Effects of experimentally-induced sleepiness," in Sleep, Sleepiness, and Performance, T. Mank, Ed. New York: Wiley, 1991, pp. 98-128.
    • (1991) Sleep, Sleepiness, and Performance , pp. 98-128
    • Dinges, D.F.1    Kribbs, N.2
  • 4
    • 1842406568 scopus 로고    scopus 로고
    • Cumulative sleepiness, mood disturbance and psychomotor vigilance performance decrements during a week of sleep restricted to 4-5 h per night
    • D. F. Dinges, F. Pack, K. Williams, K. A. Gillen, J. W. Powell, and G. E. Ott, "Cumulative sleepiness, mood disturbance and psychomotor vigilance performance decrements during a week of sleep restricted to 4-5 h per night," Sleep, vol. 20, pp. 267-277, 1997.
    • (1997) Sleep , vol.20 , pp. 267-277
    • Dinges, D.F.1    Pack, F.2    Williams, K.3    Gillen, K.A.4    Powell, J.W.5    Ott, G.E.6
  • 5
    • 0020071007 scopus 로고
    • Driving fatigue
    • I. D. Brown, "Driving fatigue," Endeavour, vol. 6, no. 2, pp. 83-90, 1982.
    • (1982) Endeavour , vol.6 , Issue.2 , pp. 83-90
    • Brown, I.D.1
  • 6
    • 0003017722 scopus 로고
    • On the brain wave activity of professional drivers during monotonous work
    • K. Idogawa, "On the brain wave activity of professional drivers during monotonous work," Behaviormetrika, vol. 30, pp. 23-34, 1991.
    • (1991) Behaviormetrika , vol.30 , pp. 23-34
    • Idogawa, K.1
  • 7
    • 43549114043 scopus 로고    scopus 로고
    • A new method for assessing the risks of drowsiness while driving
    • M. W. Johns, R. Chapman, K. Crowley, and A. Tucker, "A new method for assessing the risks of drowsiness while driving," Somnologie, vol. 12, pp. 66-74, 2008.
    • (2008) Somnologie , vol.12 , pp. 66-74
    • Johns, M.W.1    Chapman, R.2    Crowley, K.3    Tucker, A.4
  • 9
    • 0002945798 scopus 로고    scopus 로고
    • Brain electrical activity and sensory processing during waking and sleep states
    • M. H. Kryger, T. H. Roth, andW. C. Dement, Eds. New York: Saunders
    • M. H. Chase, "Brain electrical activity and sensory processing during waking and sleep states," in Principles and Practice of Sleep Medicine, M. H. Kryger, T. H. Roth, andW. C. Dement, Eds. New York: Saunders, 2000, pp. 93-111.
    • (2000) Principles and Practice of Sleep Medicine , pp. 93-111
    • Chase, M.H.1
  • 10
    • 0015331995 scopus 로고
    • Fatigue in simulated car driving
    • E. I. Dureman and C. Boden, "Fatigue in simulated car driving," Ergonomics, vol. 15, pp. 299-308, 1972.
    • (1972) Ergonomics , vol.15 , pp. 299-308
    • Dureman, E.I.1    Boden, C.2
  • 11
    • 0035252195 scopus 로고    scopus 로고
    • Critical review of the psychophysiology of driver fatigue
    • S. K. L. Lal and A. Craig, "Critical review of the psychophysiology of driver fatigue," Biol. Psychol., vol. 55, pp. 173-194, 2001.
    • (2001) Biol. Psychol. , vol.55 , pp. 173-194
    • Lal, S.K.L.1    Craig, A.2
  • 12
    • 79551550352 scopus 로고    scopus 로고
    • Statistical validation of physiological indicators for noninvasive and hybrid drowsiness detection system
    • E. Zilberg, Z. M. Xu, D. Burton, M. Karrar, and S. Lal, "Statistical validation of physiological indicators for noninvasive and hybrid drowsiness detection system," African J. Inf. Commun. Technol., vol. 5, no. 2, pp. 75- 83, 2009.
    • (2009) African J. Inf. Commun. Technol. , vol.5 , Issue.2 , pp. 75-83
    • Zilberg, E.1    Xu, Z.M.2    Burton, D.3    Karrar, M.4    Lal, S.5
  • 13
    • 3943085654 scopus 로고    scopus 로고
    • Real-time nonintrusive monitoring and prediction of driver fatigue
    • Jul.
    • Q. Ji, Z. Zhu, and P. Lan, "Real-time nonintrusive monitoring and prediction of driver fatigue," IEEE Trans. Veh. Technol., vol. 53, no. 4, pp. 1052-1068, Jul. 2004.
    • (2004) IEEE Trans. Veh. Technol. , vol.53 , Issue.4 , pp. 1052-1068
    • Ji, Q.1    Zhu, Z.2    Lan, P.3
  • 14
    • 0035211955 scopus 로고    scopus 로고
    • Psychological effects associated with drowsiness: Driver fatigue and electroencephalography
    • S. K. L. Lal and A. Craig, "Psychological effects associated with drowsiness: Driver fatigue and electroencephalography," Int. J. Psychophysiol., vol. 55, pp. 183-189, 2001.
    • (2001) Int. J. Psychophysiol. , vol.55 , pp. 183-189
    • Lal, S.K.L.1    Craig, A.2
  • 15
    • 0025826824 scopus 로고
    • Manifest sleepiness and the spectral content of the EEG during shift work
    • T. Akerstedt, G. Kecklund, and A. Knutsson, "Manifest sleepiness and the spectral content of the EEG during shift work," Sleep, vol. 14, no. 3, pp. 221-225, 1991.
    • (1991) Sleep , vol.14 , Issue.3 , pp. 221-225
    • Akerstedt, T.1    Kecklund, G.2    Knutsson, A.3
  • 16
    • 0027657479 scopus 로고
    • The use of psychophysiology to assess driver status
    • K. A. Brookhuis and D. Waard, "The use of psychophysiology to assess driver status," Ergonomics, vol. 39, no. 9, pp. 1099-1110, 1993.
    • (1993) Ergonomics , vol.39 , Issue.9 , pp. 1099-1110
    • Brookhuis, K.A.1    Waard, D.2
  • 17
    • 56349131350 scopus 로고    scopus 로고
    • Using EEG spectral components to assess algorithms for detecting fatigue
    • B. T. Jap, S. Lal, P. Fischer, and E. Bekiaris, "Using EEG spectral components to assess algorithms for detecting fatigue," Expert Syst. Appl., vol. 36, pp. 2352-2359, 2009.
    • (2009) Expert Syst. Appl. , vol.36 , pp. 2352-2359
    • Jap, B.T.1    Lal, S.2    Fischer, P.3    Bekiaris, E.4
  • 18
    • 60249097032 scopus 로고    scopus 로고
    • Driver drowsiness detection with eyelid related parameters by Support VectorMachine
    • H. Shuyan and Z. Gangtie, "Driver drowsiness detection with eyelid related parameters by Support VectorMachine," Expert Syst. Appl., vol. 36, pp. 7651-7658, 2009.
    • (2009) Expert Syst. Appl. , vol.36 , pp. 7651-7658
    • Shuyan, H.1    Gangtie, Z.2
  • 21
    • 37849187617 scopus 로고    scopus 로고
    • Adaptive EEG-based alertness estimation system by using ICA-based fuzzy neural networks
    • Nov.
    • C. T. Lin, L. W. Ko, I. F. Chung, T. Y. Huang, Y. C. Chen, T. P. Jung, and S. F. Liang, "Adaptive EEG-based alertness estimation system by using ICA-based fuzzy neural networks," IEEE Trans. Circuits Syst.-I, vol. 53, no. 11, pp. 2469-2476, Nov. 2006.
    • (2006) IEEE Trans. Circuits Syst.-I , vol.53 , Issue.11 , pp. 2469-2476
    • Lin, C.T.1    Ko, L.W.2    Chung, I.F.3    Huang, T.Y.4    Chen, Y.C.5    Jung, T.P.6    Liang, S.F.7
  • 22
    • 56949095526 scopus 로고    scopus 로고
    • Can SVMbe used for automatic EEG detection of drowsiness during car driving ?
    • M. V.M. Yeo, X. Li, K. Shen, and E. P. V. Wilder-Smith, "Can SVMbe used for automatic EEG detection of drowsiness during car driving ?," Safety Sci., vol. 47, pp. 115-124, 2009.
    • (2009) Safety Sci. , vol.47 , pp. 115-124
    • Yeo, M.V.M.1    Li, X.2    Shen, K.3    Wilder-Smith, E.P.V.4
  • 24
    • 58349112737 scopus 로고    scopus 로고
    • Automatic recognition of cognitive and fatigue from physiological indices by using wavelet packet transform and kernel learning methods
    • C. Zhang, C. X. Zheng, and X. L. Yu, "Automatic recognition of cognitive and fatigue from physiological indices by using wavelet packet transform and kernel learning methods," Expert Syst. Appl., vol. 26, pp. 4664-4671, 2009.
    • (2009) Expert Syst. Appl. , vol.26 , pp. 4664-4671
    • Zhang, C.1    Zheng, C.X.2    Yu, X.L.3
  • 26
    • 20444447180 scopus 로고    scopus 로고
    • Fuzzy wavelet packet based feature extraction method and its application to biomedical signal classification
    • Jun.
    • L. Deqiang, W. Pedrycz, and N. J. Pizzi, "Fuzzy wavelet packet based feature extraction method and its application to biomedical signal classification," IEEE Trans. Biomed. Eng., vol. 52, no. 6, pp. 1132-1139, Jun. 2005.
    • (2005) IEEE Trans. Biomed. Eng. , vol.52 , Issue.6 , pp. 1132-1139
    • Deqiang, L.1    Pedrycz, W.2    Pizzi, N.J.3
  • 27
    • 0031139676 scopus 로고    scopus 로고
    • Wavelet applications in medicine
    • May
    • M. Akay, "Wavelet applications in medicine," IEEE Spectrum, vol. 34, no. 5, pp. 50-56, May 1997.
    • (1997) IEEE Spectrum , vol.34 , Issue.5 , pp. 50-56
    • Akay, M.1
  • 31
    • 0026686048 scopus 로고
    • Entropy-based algorithms for best basis selection
    • Mar.
    • R. R. Coifman and M. V. Wickerhauser, "Entropy-based algorithms for best basis selection," IEEE Trans. Inf. Theory, vol. 38, no. 2, pp. 713-718, Mar. 1992.
    • (1992) IEEE Trans. Inf. Theory , vol.38 , Issue.2 , pp. 713-718
    • Coifman, R.R.1    Wickerhauser, M.V.2
  • 32
    • 33749551103 scopus 로고    scopus 로고
    • Classification of surface EMG signals using optimal wavelet packet method based on Davies- Bouldin criterion
    • G. Wang, Z. Wang, W. Chen, and J. Zhuang, "Classification of surface EMG signals using optimal wavelet packet method based on Davies- Bouldin criterion," Med. Biol. Eng. Comput., vol. 44, no. 10, pp. 1741- 0444, 2006.
    • (2006) Med. Biol. Eng. Comput. , vol.44 , Issue.10 , pp. 1741-0444
    • Wang, G.1    Wang, Z.2    Chen, W.3    Zhuang, J.4
  • 36
    • 0035359279 scopus 로고    scopus 로고
    • An efficient fuzzy classifier with feature selection based on fuzzy entropy
    • Jun.
    • H. M. Lee, C. M. Chen, J. M. Chen, and Y. L. Jou, "An efficient fuzzy classifier with feature selection based on fuzzy entropy," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 31, no. 3, pp. 426-432, Jun. 2001.
    • (2001) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.31 , Issue.3 , pp. 426-432
    • Lee, H.M.1    Chen, C.M.2    Chen, J.M.3    Jou, Y.L.4
  • 39
    • 0015340630 scopus 로고
    • A definition of a nonprobabilistic entropy in the setting of fuzzy set theory
    • A. De Luca and S. Termini, "A definition of a nonprobabilistic entropy in the setting of fuzzy set theory," Inf. Control, vol. 20, pp. 301-312, 1972.
    • (1972) Inf. Control , vol.20 , pp. 301-312
    • De Luca, A.1    Termini, S.2
  • 41
    • 0022756144 scopus 로고
    • Low-level segmentation of aerial images with fuzzy clustering
    • Jul.
    • H. M. Lee, C. M. Chen, J.M.Chen, andY. L. Jou, "Low-level segmentation of aerial images with fuzzy clustering," IEEE Trans. Syst. Man Cybern., vol. SMC-16, no. 4, pp. 589-598, Jul. 1986.
    • (1986) IEEE Trans. Syst. Man Cybern. , vol.SMC-16 , Issue.4 , pp. 589-598
    • Lee, H.M.1    Chen, C.M.2    Chen, J.M.3    Jou, Y.L.4
  • 43
    • 0022982937 scopus 로고
    • Fuzzy entropy and conditioning
    • B. Kosko, "Fuzzy entropy and conditioning," Inf. Sci., vol. 40, pp. 165- 174, 1986.
    • (1986) Inf. Sci. , vol.40 , pp. 165-174
    • Kosko, B.1
  • 44
    • 0030557495 scopus 로고    scopus 로고
    • The lifestyle appraisal questionnaire: Acomprehensive assessment of health and stress
    • A. Craig, K. Hancock, and M. Craig, "The lifestyle appraisal questionnaire: Acomprehensive assessment of health and stress," Psychol.Health, vol. 11, pp. 331-343, 1996.
    • (1996) Psychol.Health , vol.11 , pp. 331-343
    • Craig, A.1    Hancock, K.2    Craig, M.3
  • 45
    • 0000147667 scopus 로고
    • The ten-twenty electrode system of the International Federation
    • H. H. Jasper, "The ten-twenty electrode system of the International Federation," Electroencephalogr. Clin. Neurophysiol., vol. 10, pp. 371-375, 1958.
    • (1958) Electroencephalogr. Clin. Neurophysiol. , vol.10 , pp. 371-375
    • Jasper, H.H.1
  • 47
    • 0028525249 scopus 로고
    • Evaluation of driver drowsiness by trained raters
    • W. W. Wierwille and L. A. Ellsworth, "Evaluation of driver drowsiness by trained raters," Accident Anal. Prevent., vol. 26, no. 5, pp. 571-581, 1994.
    • (1994) Accident Anal. Prevent. , vol.26 , Issue.5 , pp. 571-581
    • Wierwille, W.W.1    Ellsworth, L.A.2
  • 48
    • 14644396234 scopus 로고    scopus 로고
    • Electroencephalographic study of drowsiness in simulated driving with sleep deprivation
    • H. J. Eoh, M. K. Chung, and S. H. Kim, "Electroencephalographic study of drowsiness in simulated driving with sleep deprivation," Int. J. Ind. Ergon., vol. 34, no. 4, pp. 307-320, 2005.
    • (2005) Int. J. Ind. Ergon. , vol.34 , Issue.4 , pp. 307-320
    • Eoh, H.J.1    Chung, M.K.2    Kim, S.H.3
  • 49
    • 36649009540 scopus 로고    scopus 로고
    • SRDA: An efficient algorithm for large scale discriminant analysis
    • Jan.
    • D. Cai, X. He, and J. Han, "SRDA: An efficient algorithm for large scale discriminant analysis," IEEE Trans. Knowl. Data Eng., vol. 20, no. 1, pp. 1-12, Jan. 2008.
    • (2008) IEEE Trans. Knowl. Data Eng. , vol.20 , Issue.1 , pp. 1-12
    • Cai, D.1    He, X.2    Han, J.3
  • 50
    • 49749152430 scopus 로고    scopus 로고
    • Efficient kernel discriminant analysis via spectral regression
    • Omaha, NE, Oct.
    • D. Cai, X. He, and J. Han, "Efficient kernel discriminant analysis via spectral regression," presented at the Int. Conf. Data Mining (ICDM), Omaha, NE, Oct. 2007.
    • (2007) The Int. Conf. Data Mining (ICDM)
    • Cai, D.1    He, X.2    Han, J.3


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