메뉴 건너뛰기




Volumn 13, Issue 12, 2013, Pages 16494-16511

Detection of driver drowsiness using wavelet analysis of heart rate variability and a support vector machine classifier

Author keywords

Bluetooth; Driver fatigue; Heart rate variability; Internet; Photoplethysmography; Smartphone; Support vector machine; Wavelet decomposition

Indexed keywords

ACCIDENTS; AUTOMOBILE DRIVERS; BLUETOOTH; FAST FOURIER TRANSFORMS; HEART; INTERNET; PHOTOPLETHYSMOGRAPHY; SIGNAL DETECTION; WAVELET ANALYSIS; WAVELET DECOMPOSITION;

EID: 84889019005     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s131216494     Document Type: Article
Times cited : (183)

References (31)
  • 1
    • 84855738378 scopus 로고    scopus 로고
    • Objective measure of sleepiness and sleep latency via bispectrum analysis of EEG
    • Swarnkar, V.; Abeyratne, U.; Hukins, C., Objective measure of sleepiness and sleep latency via bispectrum analysis of EEG. Med. Biol. Eng. Comput. 2010, 48, 1203-1213.
    • (2010) Med. Biol. Eng. Comput , vol.48 , pp. 1203-1213
    • Swarnkar, V.1    Abeyratne, U.2    Hukins, C.3
  • 2
    • 79551572458 scopus 로고    scopus 로고
    • Advancements in noncontact multiparameter physiological measurements using a webcam
    • Poh, M.Z.; McDuff, D.J.; Picard, R.W., Advancements in noncontact multiparameter physiological measurements using a webcam. IEEE Trans. Biomed. Eng. 2011, 58, 7-11.
    • (2011) IEEE Trans. Biomed. Eng , vol.58 , pp. 7-11
    • Poh, M.Z.1    McDuff, D.J.2    Picard, R.W.3
  • 3
    • 70350015157 scopus 로고    scopus 로고
    • Changes in physiological parameters induced by indoor simulated driving: Effect of lower body exercise at mid-term break
    • Liang, W.; Yuan, J.; Sun, D.; Lin, M., Changes in physiological parameters induced by indoor simulated driving: Effect of lower body exercise at mid-term break. Sensors 2009, 9, 6913-6933.
    • (2009) Sensors , vol.9 , pp. 6913-6933
    • Liang, W.1    Yuan, J.2    Sun, D.3    Lin, M.4
  • 5
    • 2542503492 scopus 로고    scopus 로고
    • Effect of different vibration frequencies on heart rate variability and driving drowsiness in healthy drivers
    • Jiao, K.; Li, Z.Y.; Chen, M.; Wang, C.T.; Qi, S.H., Effect of different vibration frequencies on heart rate variability and driving drowsiness in healthy drivers. Int. Arch. Occup. Environ. Health 2004, 77, 205-212.
    • (2004) Int. Arch. Occup. Environ. Health , vol.77 , pp. 205-212
    • Jiao, K.1    Li, Z.Y.2    Chen, M.3    Wang, C.T.4    Qi, S.H.5
  • 7
    • 77549086087 scopus 로고    scopus 로고
    • A driver drowsiness recognition model based on information fusion and dynamic Bayesian network
    • Yang, G.S.; Lin, Y.Z.; Bhattacharya, P., A driver drowsiness recognition model based on information fusion and dynamic Bayesian network. Inf. Sci. 2010, 180, 1942-1954.
    • (2010) Inf. Sci , vol.180 , pp. 1942-1954
    • Yang, G.S.1    Lin, Y.Z.2    Bhattacharya, P.3
  • 8
    • 79951579523 scopus 로고    scopus 로고
    • Applying neural network analysis on heart rate variability data to assess driver drowsiness
    • Patel, M.; Lal, S.K.L.; Kavanagh, D.; Rossiter, P., Applying neural network analysis on heart rate variability data to assess driver drowsiness. Exp. Syst. Appl. 2011, 38, 7235-7242.
    • (2011) Exp. Syst. Appl , vol.38 , pp. 7235-7242
    • Patel, M.1    Lal, S.K.L.2    Kavanagh, D.3    Rossiter, P.4
  • 10
    • 0029988782 scopus 로고    scopus 로고
    • Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology
    • Heart rate variability: Standards of measurement, physiological interpretation, and clinical use
    • Malik, M., Heart rate variability: Standards of measurement, physiological interpretation, and clinical use. Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. Eur. Heart J. 1996, 17, 354-381.
    • (1996) Eur. Heart J , vol.17 , pp. 354-381
    • Malik, M.1
  • 11
    • 12344308577 scopus 로고    scopus 로고
    • Quantifying errors in spectral estimates of HRV due to beat replacement and resampling
    • Clifford, G.D., Quantifying errors in spectral estimates of HRV due to beat replacement and resampling. IEEE Trans. Biomed. Eng. 2005, 52, 630-638.
    • (2005) IEEE Trans. Biomed. Eng , vol.52 , pp. 630-638
    • Clifford, G.D.1
  • 14
    • 70449568684 scopus 로고    scopus 로고
    • Automated scoring of obstructive sleep apnea and hypopnea events using short-term electrocardiogram recordings
    • Khandoker, A.H.; Gubbi, J.; Palaniswami, M., Automated scoring of obstructive sleep apnea and hypopnea events using short-term electrocardiogram recordings. IEEE Trans. Inf. Technol. Biomed. 2009, 13, 1057-1067.
    • (2009) IEEE Trans. Inf. Technol. Biomed , vol.13 , pp. 1057-1067
    • Khandoker, A.H.1    Gubbi, J.2    Palaniswami, M.3
  • 17
    • 27844584986 scopus 로고    scopus 로고
    • In Proceedings of the International Symposium on Control and Automation, Budapest, Hungary, 27-29 June
    • Liu, T.J.; Zhu, S.N., Eyes Detection and Tracking Based on Entropy in Particle Filter. In Proceedings of the International Symposium on Control and Automation, Budapest, Hungary, 27-29 June 2005; pp. 1002-1007.
    • (2005) Eyes Detection and Tracking Based On Entropy In Particle Filter , pp. 1002-1007
    • Liu, T.J.1    Zhu, S.N.2
  • 19
    • 79551532116 scopus 로고    scopus 로고
    • Driver drowsiness classification using fuzzy wavelet-packet-based feature-extraction algorithm
    • Khushaba, R.N.; Kodagoda, S.; Lal, S.; Dissanayake, G., Driver drowsiness classification using fuzzy wavelet-packet-based feature-extraction algorithm. IEEE Trans. Biomed. Eng. 2011, 58, 121-131.
    • (2011) IEEE Trans. Biomed. Eng , vol.58 , pp. 121-131
    • Khushaba, R.N.1    Kodagoda, S.2    Lal, S.3    Dissanayake, G.4
  • 20
    • 84871679048 scopus 로고    scopus 로고
    • A smartphone-based driver safety monitoring system using data fusion
    • Lee, B.G.; Chung, W.Y., A smartphone-based driver safety monitoring system using data fusion. Sensors 2012, 12, 17536-17552.
    • (2012) Sensors , vol.12 , pp. 17536-17552
    • Lee, B.G.1    Chung, W.Y.2
  • 21
    • 84861898531 scopus 로고    scopus 로고
    • Driver alertness monitoring using fusion of facial features and bio-signals
    • Lee, B.G.; Chung, W.Y., Driver alertness monitoring using fusion of facial features and bio-signals. IEEE Sens. 2012, 12, 2416-2422.
    • (2012) IEEE Sens , vol.12 , pp. 2416-2422
    • Lee, B.G.1    Chung, W.Y.2
  • 22
    • 63449142028 scopus 로고    scopus 로고
    • Support vector machines for automated recognition of obstructive sleep apnea syndrome from ECG recordings
    • Khandoker, A.H.; Palaniswami, M.; Karmakar, C.K., Support vector machines for automated recognition of obstructive sleep apnea syndrome from ECG recordings. IEEE Trans. Inf. Technol. Biomed. 2009, 13, 37-48.
    • (2009) IEEE Trans. Inf. Technol. Biomed , vol.13 , pp. 37-48
    • Khandoker, A.H.1    Palaniswami, M.2    Karmakar, C.K.3
  • 23
    • 84879773638 scopus 로고    scopus 로고
    • on 30 July 2013
    • LilyPad Arduino. Available online: http://arduino.cc/en/Main/arduinoBoardLilyPad (accessed on 30 July 2013).
    • LilyPad Arduino
  • 24
    • 84888996660 scopus 로고    scopus 로고
    • 30 July 2013
    • RP520 User Manual. Available online: http://www.laxtha.com/ProductView.asp?Model =RP520&catgrpid=4 (accessed on 30 July 2013).
    • RP520 User Manual
  • 25
    • 84889076927 scopus 로고    scopus 로고
    • ATmega328V Datasheet. Available online: http://www.atmel.com/Images/doc8025.pdf (accessed on 30 July 2013).
    • ATmega328V Datasheet
  • 26
    • 84889000565 scopus 로고    scopus 로고
    • 30 July 2013
    • Bluetooth Mate Gold. Available online: https://www.sparkfun.com/products/9358 (accessed on 30 July 2013).
    • Bluetooth Mate Gold


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.