메뉴 건너뛰기




Volumn 53, Issue 11, 2006, Pages 2469-2476

Adaptive EEG-based alertness estimation system by using ICA-based fuzzy neural networks

Author keywords

Alertness estimation; Electroencephalogram (EEG); ICA mixture model based self constructing fuzzy neural networks (ICAFNN); Independent component analysis (ICA); Power spectrum analysis

Indexed keywords

BIOMEDICAL ENGINEERING; ELECTROENCEPHALOGRAPHY; INDEPENDENT COMPONENT ANALYSIS; MATHEMATICAL MODELS; NEURAL NETWORKS; SPECTRUM ANALYSIS;

EID: 37849187617     PISSN: 10577122     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCSI.2006.884408     Document Type: Article
Times cited : (144)

References (33)
  • 1
    • 0029766005 scopus 로고    scopus 로고
    • "EEG pattern recognition arousal states detection and classification"
    • in Jun
    • R. S. Huang, C. J. Kuo, L. L. Tsai, and O. T. C. Chen, "EEG pattern recognition arousal states detection and classification," in Proc. IEEE Conf. Neural Netw., Jun. 1996, vol. 2, pp. 641-646.
    • (1996) Proc. IEEE Conf. Neural Netw. , vol.2 , pp. 641-646
    • Huang, R.S.1    Kuo, C.J.2    Tsai, L.L.3    Chen, O.T.C.4
  • 2
    • 0036276923 scopus 로고    scopus 로고
    • "Automatic recognition of alertness and drowsiness from EEG by an artificial neural network"
    • A. Vuckovic, V. Radivojevic, A. C. N. 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.
    • (2002) Med. Eng. Phys. , vol.24 , pp. 349-360
    • Vuckovic, A.1    Radivojevic, V.2    Chen, A.C.N.3    Popovic, D.4
  • 3
    • 0034313994 scopus 로고    scopus 로고
    • "Automated assessment of vigilance using committees of radial basis function analysers"
    • Nov
    • S. Roberts, I. Rezek, R. Everson, H. Stone, S. Wilson, and C. Alford, "Automated assessment of vigilance using committees of radial basis function analysers," Proc. IEEE Sci. Meas. Technol., vol. 147, pp. 333-338, Nov. 2000.
    • (2000) Proc. IEEE Sci. Meas. Technol. , vol.147 , pp. 333-338
    • Roberts, S.1    Rezek, I.2    Everson, R.3    Stone, H.4    Wilson, S.5    Alford, C.6
  • 6
    • 0027933069 scopus 로고
    • "Blink rate: Possible measure of fatigue"
    • J. A. Stern, D. Boyer, and D. Schroeder, "Blink rate: Possible measure of fatigue," Human Factors, vol. 36, pp. 285-297, 1994.
    • (1994) Human Factors , vol.36 , pp. 285-297
    • Stern, J.A.1    Boyer, D.2    Schroeder, D.3
  • 8
    • 0030130846 scopus 로고    scopus 로고
    • "Time on task and blink effects on saccade duration"
    • D. K. McGregor and J. A. Stern, "Time on task and blink effects on saccade duration," Ergonomics, vol. 39, pp. 649-660, 1996.
    • (1996) Ergonomics , vol.39 , pp. 649-660
    • McGregor, D.K.1    Stern, J.A.2
  • 9
    • 0034162487 scopus 로고    scopus 로고
    • "Combined eye activity measures accurately estimate changes in sustained visual task performance"
    • K. Van Orden, T. P. Jung, and S. Makeig, "Combined eye activity measures accurately estimate changes in sustained visual task performance," Biol. Psychol., vol. 52, no. 3, pp. 221-40, 2000.
    • (2000) Biol. Psychol. , vol.52 , Issue.3 , pp. 221-240
    • Van Orden, K.1    Jung, T.P.2    Makeig, S.3
  • 10
    • 0034954207 scopus 로고    scopus 로고
    • "Eye activity correlates of workload during a visualspatial memory task"
    • K. Van Orden, W. Limbert, S. Makeig, and T. P. Jung, "Eye activity correlates of workload during a visualspatial memory task," Human Factors, vol. 43, no. 1, pp. 111-121, 2001.
    • (2001) Human Factors , vol.43 , Issue.1 , pp. 111-121
    • Van Orden, K.1    Limbert, W.2    Makeig, S.3    Jung, T.P.4
  • 11
    • 0020692217 scopus 로고
    • "A method for assessing alertness fluctuations from EEG spectra"
    • M. Matousek and I. Petersen, "A method for assessing alertness fluctuations from EEG spectra," Electroencephalogr. Clin. Neurophysiol., vol. 55, no. 1, pp. 108-113, 1983.
    • (1983) Electroencephalogr. Clin. Neurophysiol. , vol.55 , Issue.1 , pp. 108-113
    • Matousek, M.1    Petersen, I.2
  • 12
    • 0029555607 scopus 로고
    • "Changes in alertness are a principal component of variance in the EEG spectrum"
    • S. Makeig and T. P. Jung, "Changes in alertness are a principal component of variance in the EEG spectrum," NeuroReport, vol. 7, p. 21316, 1995.
    • (1995) NeuroReport , vol.7 , pp. 21316
    • Makeig, S.1    Jung, T.P.2
  • 13
  • 14
    • 0027455313 scopus 로고
    • "Lapses in alertness: Coherence of fluctuations in performance and EEG spectrum"
    • S. Makeig and M. Inlow, "Lapses in alertness: Coherence of fluctuations in performance and EEG spectrum," Electroencephalogy. Clin. Neurophysiol., vol. 86, pp. 23-35, 1993.
    • (1993) Electroencephalogy. Clin. Neurophysiol. , vol.86 , pp. 23-35
    • Makeig, S.1    Inlow, M.2
  • 15
    • 0029920057 scopus 로고    scopus 로고
    • "Tonic, phasic and transient EEG correlates of auditory awareness in drowsiness"
    • S. Makeig and T. P. Jung, "Tonic, phasic and transient EEG correlates of auditory awareness in drowsiness," Cogn. Brain Res., vol. v, no. 4, pp. 15-25, 1996.
    • (1996) Cogn. Brain Res. , vol.5 , Issue.4 , pp. 15-25
    • Makeig, S.1    Jung, T.P.2
  • 16
    • 0021284217 scopus 로고
    • "Temporal rhythms and cerebral rhythms"
    • in J. Gibbon and L. Allan, Eds. New York: Academic
    • M. Treisman, "Temporal rhythms and cerebral rhythms," in Timing and Time Perception, J. Gibbon and L. Allan, Eds. New York: Academic, 1984, vol. 423, pp. 542-565.
    • (1984) Timing and Time Perception , vol.423 , pp. 542-565
    • Treisman, M.1
  • 17
    • 0016043843 scopus 로고
    • "Operant control of occipital theta rhythm affects performance, in a radar monitoring task"
    • J. Beatty, A. Greenberg, W. P. Deibler, and J. O'Hanlon, "Operant control of occipital theta rhythm affects performance, in a radar monitoring task," Science, vol. 183, pp. 871-873, 1974.
    • (1974) Science , vol.183 , pp. 871-873
    • Beatty, J.1    Greenberg, A.2    Deibler, W.P.3    O'Hanlon, J.4
  • 18
    • 33751296298 scopus 로고    scopus 로고
    • "Estimating alertness level based on EEG spectrum analysis"
    • Mar
    • C. T. Lin, R. C. Wu, T. P. Jung, S. F. Liang, and T. Y. Huang, "Estimating alertness level based on EEG spectrum analysis," EURASIP J. Appl. Signal Process., vol. 2005, no. 19, pp. 3165-3174, Mar. 2005.
    • (2005) EURASIP J. Appl. Signal Process. , vol.2005 , Issue.19 , pp. 3165-3174
    • Lin, C.T.1    Wu, R.C.2    Jung, T.P.3    Liang, S.F.4    Huang, T.Y.5
  • 19
    • 29344475478 scopus 로고    scopus 로고
    • "EEG-based drowsiness estimation for safety driving using independent component analysis"
    • Dec
    • C. T. Lin, R. C. Wu, S. F. Liang, W. H. Chao, Y. J. Chen, and T. P. Jung, "EEG-based drowsiness estimation for safety driving using independent component analysis," IEEE Trans. Circuits Syst. I, Reg. Papers, vol. 52, no. 12, pp. 2726-2738, Dec. 2005.
    • (2005) IEEE Trans. Circuits Syst. I, Reg. Papers , vol.52 , Issue.12 , pp. 2726-2738
    • Lin, C.T.1    Wu, R.C.2    Liang, S.F.3    Chao, W.H.4    Chen, Y.J.5    Jung, T.P.6
  • 20
    • 0026191274 scopus 로고
    • "Blind separation of sources I. An adaptive algorithm based on neuromimetic architecture"
    • C. Jutten and J. Herault, "Blind separation of sources I. An adaptive algorithm based on neuromimetic architecture," Signal Process., vol. 24, pp. 1-10, 1991.
    • (1991) Signal Process , vol.24 , pp. 1-10
    • Jutten, C.1    Herault, J.2
  • 21
    • 0028416938 scopus 로고
    • "Independent component analysis-A new concept?"
    • P. Comon, "Independent component analysis-A new concept?," Signal Process., vol. 36, pp. 287-314, 1994.
    • (1994) Signal Process. , vol.36 , pp. 287-314
    • Comon, P.1
  • 22
    • 0029411030 scopus 로고
    • "An information-maximization approach to blind separation and blind deconvolution"
    • A. J. Bell and T. J. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution," Neural Comput., vol. 7, pp. 1129-1159, 1995.
    • (1995) Neural Comput. , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 23
    • 0000324990 scopus 로고    scopus 로고
    • "An alternative perspective on adaptive independent component analysis"
    • M. Girolami, "An alternative perspective on adaptive independent component analysis," Neural Comput., vol. 10, pp. 2103-2114, 1998.
    • (1998) Neural Comput. , vol.10 , pp. 2103-2114
    • Girolami, M.1
  • 24
    • 0001144814 scopus 로고    scopus 로고
    • "Independent component analysis using an extended infomax algorithm for mixed sub- and super-Gaussian sources"
    • T. W. Lee, M. Girolami, and T. J. Sejnowski, "Independent component analysis using an extended infomax algorithm for mixed sub- and super-Gaussian sources," Neural Comput., vol. 11, pp. 606-633, 1999.
    • (1999) Neural Comput. , vol.11 , pp. 606-633
    • Lee, W.1    Girolami, M.2    Sejnowski, T.J.3
  • 25
    • 12944295084 scopus 로고    scopus 로고
    • "An on-line ICA-mixturemodel-based neural fuzzy network"
    • Jan
    • C. T. Lin, W. C. Cheng, and S. F. Liang, "An on-line ICA-mixturemodel-based neural fuzzy network," IEEE Trans. Circuits Syst., Reg. Papers, vol. 52, no. 1, pp. 207-221, Jan. 2005.
    • (2005) IEEE Trans. Circuits Syst., Reg. Papers , vol.52 , Issue.1 , pp. 207-221
    • Lin, C.T.1    Cheng, W.C.2    Liang, S.F.3
  • 30
    • 37949037683 scopus 로고    scopus 로고
    • "Convolutive independent component analysis of EEG data"
    • in Aug
    • A. Yamazaki, T. Tajima, and K. Matsuoka, "Convolutive independent component analysis of EEG data," in Proc. Annu. Conf. SICE, Aug. 2003, vol. 2, pp. 1227-1231.
    • (2003) Proc. Annu. Conf. SICE , vol.2 , pp. 1227-1231
    • Yamazaki, A.1    Tajima, T.2    Matsuoka, K.3
  • 31
    • 0141796454 scopus 로고    scopus 로고
    • "Topographic independent component analysis for fMRI signal detection"
    • A. Meyer-Base, D. Auer, and A. Wismueller, "Topographic independent component analysis for fMRI signal detection," in Proc. Int. Joint Conf. Neural Netw., 2003, vol. 1, pp. 601-605.
    • (2003) Proc. Int. Joint Conf. Neural Netw. , vol.1 , pp. 601-605
    • Meyer-Base, A.1    Auer, D.2    Wismueller, A.3
  • 32
    • 13244260731 scopus 로고    scopus 로고
    • "Extraction of a plasma time-activity curve from dynamic brain pet images based on independent component analysis"
    • Feb
    • M. Naganawa, Y. Kimura, K. Ishii, K. Oda, K. Ishiwata, and A. Matani, "Extraction of a plasma time-activity curve from dynamic brain pet images based on independent component analysis," IEEE Trans. Biomed. Eng., vol. 52, no. 2, pp. 201-210, Feb. 2005.
    • (2005) IEEE Trans. Biomed. Eng. , vol.52 , Issue.2 , pp. 201-210
    • Naganawa, M.1    Kimura, Y.2    Ishii, K.3    Oda, K.4    Ishiwata, K.5    Matani, A.6
  • 33
    • 11844282803 scopus 로고    scopus 로고
    • "An information-theoretic criterion for intrasubject alignment of FMRI time series: Motion corrected independent component analysis"
    • Jan
    • R. Liao, J. L. Krolik, and M. J. McKeown, "An information-theoretic criterion for intrasubject alignment of FMRI time series: Motion corrected independent component analysis," IEEE Trans. Med. Imaging, vol. 24, no. 1, pp. 29-44, Jan. 2005.
    • (2005) IEEE Trans. Med. Imaging , vol.24 , Issue.1 , pp. 29-44
    • Liao, R.1    Krolik, J.L.2    McKeown, M.J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.