Volume 42 Issue 7
Jul.  2016
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FAN Xiaoli, NIU Haiyan, ZHOU Qianxiang, et al. Mental fatigue characteristics based on EEG analysis[J]. Journal of Beijing University of Aeronautics and Astronautics, 2016, 42(7): 1406-1413. doi: 10.13700/j.bh.1001-5965.2015.0428(in Chinese)
Citation: FAN Xiaoli, NIU Haiyan, ZHOU Qianxiang, et al. Mental fatigue characteristics based on EEG analysis[J]. Journal of Beijing University of Aeronautics and Astronautics, 2016, 42(7): 1406-1413. doi: 10.13700/j.bh.1001-5965.2015.0428(in Chinese)

Mental fatigue characteristics based on EEG analysis

doi: 10.13700/j.bh.1001-5965.2015.0428
  • Received Date: 26 Jun 2015
  • Publish Date: 20 Jul 2016
  • By simulating the process of pilots monitoring instrument information during flight,the change characteristics of electroencephalogram (EEG) waves along with mental fatigue were analyzed,which will provide scientific bases for future development of countermeasure to fatigue.Two visual detection tasks of different difficulties were designed to induce fatigue respectively,and many measurements were combined to study the EEG characteristics of fatigue.The EEG parameters [δ,θ,α,β,(α+θ)/β,α/β,(α+θ)/(α+β),θ/β] at the beginning and end sections of the task were compared and analyzed.The results show that there is a significant increase in α activity in the frontal,central,parietal and occipital lobes(P < 0.05),and a decrease in the β activity in the pre-frontal,inferior frontal,posterior temporal and occipital lobes(P < 0.05); there is no significant difference in δ rhythm and θ rhythm in any brain region(all in P > 0.05); The four formulas increase significantly in all brain regions except the temporal(P < 0.05),where only α/β changes clearly(P < 0.05); compared with the task with higher difficulty,the parameters in the task of lower difficulty change more obviously.Therefore,all these characteristic parameters in specific brain regions except for δ and θ can be considered as possible indicators for mental fatigue.It was also verified that adding right amount of task difficulty could counter mental fatigue.

     

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  • [1]
    张佳丽,李靖,蒙果,等.飞行员在模拟飞行训练中脑力疲劳的脑电图研究[J].中国应用生理学杂志,2013,29(3):267-270. ZHANG J L,LI J,MENG G,et al.Study on fatigue of pilots during simulated flight training based on electroencephalogram[J].Chinese Journal of Applied Physiology,2013,29(3):267-270(in Chinese).
    [2]
    HOPSTAKEN J F,LINDEN D,BAKKER A B,et al. Amultifaceted investigation of the link between mental fatigue and task disengagement[J].Psychophysiology,2015,52(3):305-315.
    [3]
    MURATA A,UETAKE A,TAKASAWA Y.Evaluation of mental fatigue using feature parameter extracted from event-related potential[J].International Journal of Industrial Ergonomics,2005,35(8):761-770.
    [4]
    LI H,SEO J,KHAM K,et al.Method of measuring subjective 3D visual fatigue:A five-factor model[C]//Digital Holography and Three-Dimensional Imaging.[S.l.:s.n.],2008:44-50.
    [5]
    HODDES E,ZARCONE V,SMYTHE H,et al.Quantification of sleepiness:A new approach[J].Psychophysiology,1973,10(4):431-436.
    [6]
    KAR S,BHAGAT M,ROUTRAY A.EEG signal analysis for the assessment and quantification of driver's fatigue[J].Transportation Research Part F:Traffic Psychology and Behavior,2010,13(5):297-306.
    [7]
    SCHMIDT E A,SCHRAUF M,SIMON M,et al.Drivers' misjudgment of vigilance state during prolonged monotonous daytime driving[J].Accident Analysis and Prevention,2009,41(5):1087-1093.
    [8]
    HOWARD M E,JACKSON M L,BERLOWITZ D,et al.Specific sleepiness symptoms are indicators of performance impairment during sleep deprivation[J].Accident Analysis and Prevention,2014,62:1-8.
    [9]
    LAL S,CRAG A,BOORD P,et al.Development of an algorithm for EEG-based drive fatigue countermeasure[J].Journal of Safety Research,2003,34(3):321-328.
    [10]
    GALE A,DAVIES R,SMALLBONE A.EEG correlates of signal rate,time in task and individual differences in reaction time during a five-stage sustained attention task[J].Ergonomics,1977,20(4):363-376.
    [11]
    PHIPPS-NELSON J,REDMAN J,RAJARATNAM S.Temporal profile of prolonged,night-time driving performance:Breaks from driving temporarily reduce time-on-task fatigue but not sleepiness[J].Journal of Sleep Research,2011,20(3):404-415.
    [12]
    ZHAO C,ZHAO M,LIU J,et al.Electroencephalogram and electrocardiograph assessment of mental fatigue in a driving simulator[J].Accident Analysis and Prevention,2012,45:83-90.
    [13]
    DE WAARD D,BROOKHUIS K.Assessing driver status:A demonstration experiment on the road [J].Accident Analysis and Prevention,1991,23(4):297-307.
    [14]
    JAP B,LAL S,FISCHER P,et al.Using EEG spectral components to assess algorithms for detecting fatigue[J].Expert Systems with Applications,2009,36(2):2352-2359.
    [15]
    LAL S,CRAIG A.Driver fatigue:Electroencephalography and psychological assessment[J].Psychophysiology,2002,39(3):313-321.
    [16]
    SCHIER M A.Changes in EEG alpha power during simulated driving:Ademonstration[J].International Journal of Psychophysiological,2000,37(2):155-162.
    [17]
    WILSON G,SWAIN C,ULLSPERGER P.EEG power changes during a multiple level memory retention task[J].International Journal of Psychophysiology,1999,32(2):107-118.
    [18]
    BELYAVIN A,WRIGHT N.Changes in electrical activity of the brain with vigilance[J].Electroencephalography and Clinical Neurophysiology,1987,66(2):137-144.
    [19]
    TORSVALL L,AKERSTEDT T.Sleepiness on the job:Continuously measured EEG changes in train drivers[J].Electroencephalography and Clinical Neurophysiology,1987,66(6):502-511.
    [20]
    EOH H,CHUNG M,KIM S.Electroencephalographic study of drowsiness in simulated driving with sleep deprivation[J].International Journal of Industrial Ergonomics,2005,35(4):307-320.
    [21]
    曾庆新,庄达民,马银香.脑力负荷与目标辨认[J].航空学报,2007,28(Supl.):76-80. ZENG Q X,ZHUANG D M,MA Y X.Mental workload and target identification[J].Acta Aeronautic et Astronautica Sinica,2007,28(Supl.):76-80(in Chinese).
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