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Estimating mental fatigue based on electroencephalogram and heart rate variability Cover

Estimating mental fatigue based on electroencephalogram and heart rate variability

By: Chong Zhang and  Xiaolin Yu  
Open Access
|May 2011

References

  1. Akerstedt T, Gillberg M. Subjective and objective sleepiness in the active individual. Int J Neurosci. 1990;52:29-37.10.3109/002074590089942412265922
  2. Akselrod S, Gordon D, Maswed JB, Snidman N, Shannon DC, Cohen RJ. Hemodynamic regulation: investigation by spectral analysis. Am J Physiol. 1985;18:867-875.10.1152/ajpheart.1985.249.4.H8674051021
  3. Boksem MAS, Lorist MM, Meijman TF. Effects of mental fatigue on attention: an ERP study. Cognit Brain Res. 2005;25(1):106-117.10.1016/j.cogbrainres.2005.04.01115913965
  4. Boksem MAS, Meijman TF, Lorist MM. Mental fatigue, motivation and action monitoring. Biol Psychol. 2006;42(2):123-132.10.1016/j.biopsycho.2005.08.00716288951
  5. Borg G. Borg's perceived exertion and pain scales. 1st ed. Champaign, IL: Human Kinetics; 1998. 120p.
  6. Desmond PA, Hancock PA. Active and passive fatigue states. In: Hancock PA, Desmond PA, editors. Stress, workload, and fatigue. Mahwah, New Jersey: Lawrence Erlbaum Associates; 2001. p. 455-465.10.1201/b12791-3.1
  7. Egelund N. Spectral analysis of heart rate variability as an indicator of driver fatigue. Ergonomics. 1982;25:663-672.10.1080/001401382089250267128574
  8. Eoh HJ, Chung MK, Kim SH. Electroencephalographic study of drowsiness in simulated driving with sleep deprivation. Int J Ind Ergon. 2005;35(4):307-320.10.1016/j.ergon.2004.09.006
  9. Fisch BJ. Spehlmann's EEG Primer. 2nd rev. Amsterdam, The Netherlands: Elsevier Science BV; 1991.
  10. Grandjean E. Fatigue in industry. Br J Intern Med. 1979;36:175-186.10.1136/oem.36.3.175100856140999
  11. Hayashi S, Minamitani H, Shin K. Assessment of autonomic function indicators of heart rate variability aimed to assess cumulative fatigue. In: Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology; Oct 30-Nov 2; Chicago, Ill. IEEE Eng Med Biol. 1997. p.300-301.
  12. Heller W, Nitschke JB, Etienne MA, Miller GA. Patterns of regional brain activity differentiate types of anxiety. J Abnorm Psychol. 1997;106(3):376-385.10.1037/0021-843X.106.3.376
  13. Hoddes E, Zarcone V, Smythe H, Phillips R, Dement W. Quantification of sleepiness: A new approach. Psychophysiology. 1973;10:431-436.10.1111/j.1469-8986.1973.tb00801.x4719486
  14. Horne JA, Reyner LA. Driver sleepiness. J Sleep Res. 1995;4(1):23-29.
  15. Job RFS, Dalziel J. Defining fatigue as a condition of the organism and distinguishing it from habituation, adaptation, and boredom. In: Hancock PA, Desmond PA, editors. Stress, workload, and fatigue. Mahwah, New Jersey: Lawrence Erlbaum Associates; 2001. pp. 466-475.10.1201/b12791-3.2
  16. Kecklund G, Akerstedt T. Sleepiness in a long distance truck driving: an ambulatory EEG study of night driving. Ergonomics. 1993;36:1007-1017.10.1080/00140139308967973
  17. Klimesch W. EEG alpha and theta oscillations reflect cognitive and memory performance: a review and analysis. Brain Res Rev. 1999;29(2-3):169-195.10.1016/S0165-0173(98)00056-3
  18. Lal SKL, Craig A. A critical review of the psychophysiology of driver fatigue. Biol Psychol. 2001;55(3):173-194.10.1016/S0301-0511(00)00085-5
  19. Lal SKL, Craig A. Electroencephalography activity associated with driver fatigue: Implications for a fatigue countermeasure device. J Psychophysiol. 2001;15(1):183-189.
  20. Lal SKL, Craig A. Driver Fatigue: Electroencephalography and Psychological Assessment. Psychophysiology. 2002;39(3):313-321.10.1017/S0048577201393095
  21. Li ZY, Jiao K, Chen M, Wang CT. Effect of magnitopuncture on sympathetic and parasympathetic nerve activities in healthy drivers - assessment by power spectrum analysis of heart rate variability. Eur J Appl Physiol. 2003;88(4-5):404-410.10.1007/s00421-002-0747-5
  22. Li ZY, Wang C, Mak AF, Chow DH. Effects of acupuncture on heart rate variability in normal subjects under fatigue and non-fatigue state. Eur J Appl Physiol. 2005;94:633-640.10.1007/s00421-005-1362-z
  23. Miyashita T, Ogawa K, Itoh H, Arai Y, Ashidagawa M, Uchiyama M et al. Spectral analyses of electroencephalography and heart rate variability during sleep in normal subjects. Auton Neurosci. 2003;103:114-120.10.1016/S1566-0702(02)00259-X
  24. Montano N, Ruscone TG, Porta A, Lombardi F, Pagani M, Malliani A. Power spectrum analysis of heart rate variability to assess the changes in sympathovagal balance during graded orthostatic tilt. Circulation. 1994;90:1826-1831.10.1161/01.CIR.90.4.18267923668
  25. Murata A, Uetake A, Takasawa Y. Evaluation of mental fatigue using feature parameter extracted from event-related potential. Int J Ind Ergon. 2005;35(3):761-770.10.1016/j.ergon.2004.12.003
  26. Pagani M, Lombardi F, Guzzetti S, Rimoldi O, Furlan R, Pizzinelli P et al. Power spectral analysis of heart rate and arterial pressure variabilities as a marker of sympathovagal interaction in man and conscious dog. Circ Res. 1986;58:178-193.10.1161/01.RES.59.2.178
  27. Pang CCC, Upton ARM, Shine G et al. A comparison of Algorithms for Detection of Spikes in the Electroencephalogram. IEEE Trans Biomed Eng. 2003;50:521-526.10.1109/TBME.2003.809479
  28. Parati G, Saul JP, Di Rienzo M, Mancia G. Spectral analysis of blood pressure and heart rate variability in evaluating cardiovascular regulation. Hypertension. 1995;25:1276-1286.10.1161/01.HYP.25.6.1276
  29. Pomeranz B, MacAuley RJB, Caudill MA, Kutz I, Adam D, Gordon D et al. Assessment of autonomic function in human by heart rate spectral analysis. Am J Physiol. 1985;17:151-136.10.1152/ajpheart.1985.248.1.H151
  30. Samn SW, Perelli LP. Estimating aircrew fatigue: A technique with implications to airlift operations. Brooks AFB, TX: USAF School of Aerospace Medicine. Technical Report No. SAM-TR-82-21, 1982.
  31. Scerbo M, Freeman FG, Mikulka PJ. A Biocybernetic System for Adaptive Automation. In: Backs RW, Boucsein W, editors. Engineering Psychophysiology: Issues and Applications. New Jersey: Lawrence Erlbaum Associates; 2000. p. 241-253.
  32. Stern JA, Walrath LC, Goldstein R. The endogenous eyeblink. Psychophysiology. 1984;21(1):22-33.10.1111/j.1469-8986.1984.tb02312.x
  33. Stern JA, Boyer D, Schroeder D. Blink rate: a possible measure of fatigue. Hum Factors. 1994;36(2):285-297.10.1177/001872089403600209
  34. Task Force of the European Society of Cardiology the North American Society of Pacing Electrophysiology. Heart rate variability. Standards of measurement, physiological interpretation, and clinical use. Circulation. 1996;93:1043-1065.
  35. Trejo LJ, Kochavi R, Kubitz K, Montgomery LD, Rosipal R, Matthews B. EEG-based estimation of cognitive fatigue. In: Caldwell JA, Wesensten NJ, editors. Proceedings of SPIE Vol. 5797: Bio-monitoring for Physiological and Cognitive Performance During Military Operations. Orlando, FL: SPIE Defense & Security Symposium; 2005. p. 105-115.
  36. Waard D, Brookhuis KA. Assessing driver status: a demonstration experiment on the road. Accid Anal Prev. 1991;23(4):297-307.10.1016/0001-4575(91)90007-R
  37. Zhang L, Zhou WD, Jiao LC. Wavelet Support Vector Machine. IEEE Trans Syst Man Cybern B. 2004;34(1):34-39.10.1109/TSMCB.2003.811113
DOI: https://doi.org/10.2478/v10013-010-0007-7 | Journal eISSN: 1898-0309 | Journal ISSN: 1425-4689
Language: English
Page range: 67 - 84
Published on: May 5, 2011
Published by: Polish Society of Medical Physics
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2011 Chong Zhang, Xiaolin Yu, published by Polish Society of Medical Physics
This work is licensed under the Creative Commons License.

Volume 16 (2010): Issue 2 (June 2010)