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Volumn 9, Issue 4, 2012, Pages

Estimating workload using EEG spectral power and ERPs in the n-back task

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ACCURACY; CLASSIFICATION MODELS; DATA SEGMENT; EVENT RELATED POTENTIALS; FUSION MODEL; MEMORY LOAD; MENTAL WORK; N-BACK TASK; SPECTRAL POWER; TRAINING AND TESTING;

EID: 84864399874     PISSN: 17412560     EISSN: 17412552     Source Type: Journal    
DOI: 10.1088/1741-2560/9/4/045008     Document Type: Article
Times cited : (306)

References (87)
  • 1
    • 39249085106 scopus 로고    scopus 로고
    • Workload assessment of computer gaming using a single-stimulus event-related potential paradigm
    • Allison B Z and Polich J 2008 Workload assessment of computer gaming using a single-stimulus event-related potential paradigm Biol. Psychol. 77 277-83
    • (2008) Biol. Psychol. , vol.77 , pp. 277-283
    • Allison, B.Z.1    Polich, J.2
  • 2
    • 34548717611 scopus 로고    scopus 로고
    • Detecting cognitive activity related hemodynamic signal for brain computer interface using functional near infrared spectroscopy
    • DOI 10.1109/CNE.2007.369680, 4227285, Proceedings of the 3rd International IEEE EMBS Conference on Neural Engineering
    • Ayaz H, Izzetoglu M, Bunce S, Heiman-Patterson T and Onaral B 2007 Detecting cognitive activity related hemodynamic signal for brain computer interface using functional near infrared spectroscopy 3rd Int. IEEE/EMBS Conf. Neural Engineering (Kohala Coast, HI, USA) vol 2007 pp 342-5 (Pubitemid 47432230)
    • (2007) Proceedings of the 3rd International IEEE EMBS Conference on Neural Engineering , pp. 342-345
    • Ayaz, H.1    Izzetoglu, M.2    Bunce, S.3    Heiman-Patterson, T.4    Onaral, B.5
  • 3
    • 33845929581 scopus 로고    scopus 로고
    • Comparison of a brain-based adaptive system and a manual adaptable system for invoking automation
    • DOI 10.1518/001872006779166280
    • Bailey N R, Scerbo M W, Freeman F G, Mikulka P J and Scott L A 2006 Comparison of a brain-based adaptive system and a manual adaptable system for invoking automation Hum. Factors 48 693-709 (Pubitemid 46036199)
    • (2006) Human Factors , vol.48 , Issue.4 , pp. 693-709
    • Bailey, N.R.1    Scerbo, M.W.2    Freeman, F.G.3    Mikulka, P.J.4    Scott, L.A.5
  • 6
    • 79954495402 scopus 로고    scopus 로고
    • The Berlin brain-computer interface: Non-medical uses of BCI technology
    • Blankertz B et al 2010 The Berlin brain-computer interface: non-medical uses of BCI technology Front. Neurosci. 4 198
    • (2010) Front. Neurosci. , vol.4 , pp. 198
    • Blankertz, B.1
  • 7
    • 0030069472 scopus 로고    scopus 로고
    • Psychophysiological responses to changes in workload during simulated air traffic control
    • DOI 10.1016/0301-0511(95)05167-8
    • Brookings J B, Wilson G F and Swain C R 1996 Psychophysiological responses to changes in workload during simulated air traffic control Biol. Psychol. 42 361-77 (Pubitemid 26068937)
    • (1996) Biological Psychology , vol.42 , Issue.3 , pp. 361-377
    • Brookings, J.B.1    Wilson, G.F.2    Swain, C.R.3
  • 8
    • 77951997339 scopus 로고    scopus 로고
    • Are you really looking? Finding the answer through fixation patterns and EEG
    • Proc. 5th Int. Conf. on Foundations of Augmented Cognition (Berlin: Springer)
    • Brouwer A-M, Hogervorst M A, Herman P and Kooi F 2009 Are you really looking? Finding the answer through fixation patterns and EEG (Lecture Notes in Artificial Intelligence vol 5638) Proc. 5th Int. Conf. on Foundations of Augmented Cognition (Berlin: Springer) pp 329-38
    • (2009) Lecture Notes in Artificial Intelligence , vol.5638 , pp. 329-338
    • Brouwer, A.-M.1    Hogervorst, M.A.2    Herman, P.3    Kooi, F.4
  • 9
    • 80054095042 scopus 로고    scopus 로고
    • The effects of day-to-day variability of physiological data on operator state classification
    • Christensen J C, Estepp J R, Wilson G F and Russell C A 2012 The effects of day-to-day variability of physiological data on operator state classification NeuroImage 59 57-63
    • (2012) NeuroImage , vol.59 , pp. 57-63
    • Christensen, J.C.1    Estepp, J.R.2    Wilson, G.F.3    Russell, C.A.4
  • 10
    • 77950340157 scopus 로고    scopus 로고
    • Brain-machine interfaces in space: Using spontaneous rather than intentionally generated brain signals
    • Coffey E B J, Brouwer A-M, Wilschut E S and van Erp J B F 2010 Brain-machine interfaces in space: using spontaneous rather than intentionally generated brain signals Acta Astronaut. 67 1-11
    • (2010) Acta Astronaut. , vol.67 , pp. 1-11
    • Coffey, E.B.J.1    Brouwer, A.-M.2    Wilschut, E.S.3    Van Erp, J.B.F.4
  • 11
    • 51549089619 scopus 로고    scopus 로고
    • Autonomic nervous system and subjective ratings of strain in air-traffic control
    • Collet C, Averty P and Dittmar A 2009 Autonomic nervous system and subjective ratings of strain in air-traffic control Appl. Ergon. 40 23-32
    • (2009) Appl. Ergon. , vol.40 , pp. 23-32
    • Collet, C.1    Averty, P.2    Dittmar, A.3
  • 13
    • 79955484004 scopus 로고    scopus 로고
    • P300 as a measure of processing capacity in auditory and visual domains in specific language impairment
    • Evans J L, Selinger C and Pollak S D 2011 P300 as a measure of processing capacity in auditory and visual domains in specific language impairment Brain Res. 1389 93-102
    • (2011) Brain Res. , vol.1389 , pp. 93-102
    • Evans, J.L.1    Selinger, C.2    Pollak, S.D.3
  • 14
    • 0023756085 scopus 로고
    • Talking off the top of your head: Toward a mental prosthesis utilizing event-related brain potentials
    • Farwell L A and Donchin E 1988 Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials Electroencephalogr. Clin. Neurophysiol. 70 510-23
    • (1988) Electroencephalogr. Clin. Neurophysiol. , vol.70 , pp. 510-523
    • Farwell, L.A.1    Donchin, E.2
  • 15
    • 21544432187 scopus 로고    scopus 로고
    • EEG alpha band dissociation with increasing task demands
    • DOI 10.1016/j.cogbrainres.2005.02.002, PII S0926641005000418
    • Fink A, Grabner R H, Neuper C and Neubauer A C 2005 EEG alpha band dissociation with increasing task demands Cogn. Brain Res. 24 252-9 (Pubitemid 40922633)
    • (2005) Cognitive Brain Research , vol.24 , Issue.2 , pp. 252-259
    • Fink, A.1    Grabner, R.H.2    Neuper, C.3    Neubauer, A.C.4
  • 16
    • 0033006562 scopus 로고    scopus 로고
    • Electrophysiological, behavioral, and subjective indexes of workload when performing multiple tasks: Manipulations of task difficulty and training
    • DOI 10.1016/S0167-8760(98)00049-X, PII S016787609800049X
    • Fournier L R, Wilson G F and Swain C R 1999 Electrophysiological, behavioral, and subjective indexes of workload when performing multiple tasks: manipulations of task difficulty and training Int. J. Psychophysiol. 31 129-45 (Pubitemid 29049405)
    • (1999) International Journal of Psychophysiology , vol.31 , Issue.2 , pp. 129-145
    • Fournier, L.R.1    Wilson, G.F.2    Swain, C.R.3
  • 17
    • 0032238916 scopus 로고    scopus 로고
    • Parieto-occipital ~10 Hz activity reflects anticipatory state of visual attention mechanisms
    • Foxe J J, Simpson G V and Ahlfors S P 1998 Parieto-occipital ∼10 Hz activity reflects anticipatory state of visual attention mechanisms Neuroreport 9 3929-33 (Pubitemid 29189329)
    • (1998) NeuroReport , vol.9 , Issue.17 , pp. 3929-3933
    • Foxe, J.J.1    Simpson, G.V.2    Ahlfors, S.P.3
  • 18
    • 0032032850 scopus 로고    scopus 로고
    • Monitoring working memory load during computer-based tasks with EEG pattern recognition methods
    • DOI 10.1518/001872098779480578
    • Gevins A, Smith M E, Leong H, McEvoy L, Whitfield S, Du R and Rush G 1998 Monitoring working memory load during computer-based tasks with EEG pattern recognition methods Hum. Factors 40 79-91 (Pubitemid 28194524)
    • (1998) Human Factors , vol.40 , Issue.1 , pp. 79-91
    • Gevins, A.1    Smith, M.E.2    Leong, H.3    McEvoy, L.4    Whitfield, S.5    Du, R.6    Rush, G.7
  • 20
    • 0026474990 scopus 로고
    • Topographical changes in the ongoing EEG related to the difficulty of mental task
    • Gundel A and Wilson G F 1992 Topographical changes in the ongoing EEG related to the difficulty of mental task Brain Topogr. 5 17-25
    • (1992) Brain Topogr. , vol.5 , pp. 17-25
    • Gundel, A.1    Wilson, G.F.2
  • 22
    • 40949115266 scopus 로고
    • Development of a multi-dimensional workload rating scale: Results of empirical and theoretical research
    • ed P A Hancock and N Meshkati (Amsterdam: Elsevier)
    • Hart S G and Staveland L E 1988 Development of a multi-dimensional workload rating scale: results of empirical and theoretical research Human Mental Workload ed P A Hancock and N Meshkati (Amsterdam: Elsevier) pp 139-83
    • (1988) Human Mental Workload , pp. 139-183
    • Hart, S.G.1    Staveland, L.E.2
  • 24
    • 61449170955 scopus 로고    scopus 로고
    • BOLD correlates of EEG alpha phase-locking and the fMRI default mode network
    • Jann K, Dierks T, Boesch C, Kottlow M, Strik W and Koenig T 2009 BOLD correlates of EEG alpha phase-locking and the fMRI default mode network Neuroimage 45 903-16
    • (2009) Neuroimage , vol.45 , pp. 903-916
    • Jann, K.1    Dierks, T.2    Boesch, C.3    Kottlow, M.4    Strik, W.5    Koenig, T.6
  • 25
    • 0036066224 scopus 로고    scopus 로고
    • Oscillations in the alpha band (9-12 Hz) increase with memory load during retention in a short-term memory task
    • Jensen O, Gelfand J, Kounios J and Lisman J E 2002 Oscillations in the alpha band (9-12 Hz) increase with memory load during retention in a short-term memory task Cereb. Cortex 12 877-82 (Pubitemid 34803887)
    • (2002) Cerebral Cortex , vol.12 , Issue.8 , pp. 877-882
    • Jensen, O.1    Gelfand, J.2    Kounios, J.3    Lisman, J.E.4
  • 26
    • 0036460266 scopus 로고    scopus 로고
    • Frontal theta activity in humans increases with memory load in a working memory task
    • DOI 10.1046/j.1460-9568.2002.01975.x
    • Jensen O and Tesche C D 2002 Frontal theta activity in humans increases with memory load in a working memory task Eur. J. Neurosci. 15 1395-9 (Pubitemid 35478001)
    • (2002) European Journal of Neuroscience , vol.15 , Issue.8 , pp. 1395-1399
    • Jensen, O.1    Tesche, C.D.2
  • 27
    • 0011785308 scopus 로고
    • Scored regularity of the heart rate pattern and the measurement of perceptual or mental load
    • Kalsbeek J W H and Ettema J 1963 Scored regularity of the heart rate pattern and the measurement of perceptual or mental load Ergonomics 6 306
    • (1963) Ergonomics , vol.6 , pp. 306
    • Kalsbeek, J.W.H.1    Ettema, J.2
  • 28
    • 0342821670 scopus 로고
    • Mental workload
    • ed P A Hancock (Amsterdam: Elsevier)
    • Kantowitz B H 1988 Mental workload Human Factors Psychology ed P A Hancock (Amsterdam: Elsevier)
    • (1988) Human Factors Psychology
    • Kantowitz, B.H.1
  • 29
    • 33750697634 scopus 로고    scopus 로고
    • Alpha-band activity reflects reduction of mental effort in a comparison task: A source space analysis
    • DOI 10.1016/j.brainres.2006.08.118, PII S000689930602590X
    • Keil A, Mussweiler T and Epstude K 2006 Alpha-band activity reflects reduction of mental effort in a comparison task: a source space analysis Brain Res. 1121 117-27 (Pubitemid 44708880)
    • (2006) Brain Research , vol.1121 , Issue.1 , pp. 117-127
    • Keil, A.1    Mussweiler, T.2    Epstude, K.3
  • 31
    • 0001468374 scopus 로고
    • Age differences in short-term retention of rapidly changing information
    • Kirchner W K 1958 Age differences in short-term retention of rapidly changing information J. Exp. Psychol. 55 352-8
    • (1958) J. Exp. Psychol. , vol.55 , pp. 352-358
    • Kirchner, W.K.1
  • 32
    • 0030292577 scopus 로고    scopus 로고
    • Memory processes, brain oscillations and EEG synchronization
    • DOI 10.1016/S0167-8760(96)00057-8, PII S0167876096000578
    • Klimesch W 1996 Memory processes, brain oscillations and EEG synchronization Int. J. Psychophysiol. 24 61-100 (Pubitemid 27013763)
    • (1996) International Journal of Psychophysiology , vol.24 , Issue.1-2 , pp. 61-100
    • Klimesch, W.1
  • 33
    • 0030953812 scopus 로고    scopus 로고
    • EEG-alpha rhythms and memory processes
    • DOI 10.1016/S0167-8760(97)00773-3, PII S0167876097007733
    • Klimesch W 1997 EEG-alpha rhythms and memory processes Int. J. Psychophysiol. 26 319-40 (Pubitemid 27277703)
    • (1997) International Journal of Psychophysiology , vol.26 , Issue.1-3 , pp. 319-340
    • Klimesch, W.1
  • 34
    • 0032907015 scopus 로고    scopus 로고
    • EEG alpha and theta oscillations reflect cognitive and memory performance: A review and analysis
    • DOI 10.1016/S0165-0173(98)00056-3, PII S0165017398000563
    • Klimesch W 1999 EEG alpha and theta oscillations reflect cognitive and memory performance: a review and analysis Brain Res. Rev. 29 169-95 (Pubitemid 29191338)
    • (1999) Brain Research Reviews , vol.29 , Issue.2-3 , pp. 169-195
    • Klimesch, W.1
  • 35
    • 0034697367 scopus 로고    scopus 로고
    • Simultaneous desynchronization and synchronization of different alpha responses in the human electroencephalograph: A neglected paradox?
    • DOI 10.1016/S0304-3940(00)00985-X, PII S030439400000985X
    • Klimesch W, Doppelmayr M, Röhm D, Pöllhuber D and Stadler W 2000 Simultaneous desynchronization and synchronization of different alpha responses in the human electroencephalograph: a neglected paradox? Neurosci. Lett. 284 97-100 (Pubitemid 30193208)
    • (2000) Neuroscience Letters , vol.284 , Issue.1-2 , pp. 97-100
    • Klimesch, W.1    Doppelmayr, M.2    Rohm, D.3    Pollhuber, D.4    Stadler, W.5
  • 36
    • 0035022747 scopus 로고    scopus 로고
    • On the utility of P3 amplitude as a measure of processing capacity
    • DOI 10.1017/S0048577201990559
    • Kok A 2001 On the utility of P3 amplitude as a measure of processing capacity Psychophysiology 38 557-77 (Pubitemid 32422300)
    • (2001) Psychophysiology , vol.38 , Issue.3 , pp. 557-577
    • Kok, A.1
  • 37
    • 0029021648 scopus 로고
    • Assessment of mental workload with task-irrelevant auditory probes
    • Kramer A F, Trejo L J and Humphrey D 1995 Assessment of mental workload with task-irrelevant auditory probes Biol. Psychol. 40 83-100
    • (1995) Biol. Psychol. , vol.40 , pp. 83-100
    • Kramer, A.F.1    Trejo, L.J.2    Humphrey, D.3
  • 41
    • 36649023991 scopus 로고    scopus 로고
    • Working memory load-related electroencephalographic parameters can differentiate progressive from stable mild cognitive impairment
    • DOI 10.1016/j.neuroscience.2007.09.009, PII S0306452207011116
    • Missonnier P, Deiber M P, Gold G, Herrmann F R, Millet P, Michon A, Fazio-Costa L, Ibañez V and Giannakopoulos P 2007 Working memory load-related electroencephalographic parameters can differentiate progressive from stable mild cognitive impairment Neuroscience 150 346-56 (Pubitemid 350198709)
    • (2007) Neuroscience , vol.150 , Issue.2 , pp. 346-356
    • Missonnier, P.1    Deiber, M.-P.2    Gold, G.3    Herrmann, F.R.4    Millet, P.5    Michon, A.6    Fazio-Costa, L.7    Ibanez, V.8    Giannakopoulos, P.9
  • 43
    • 0041831228 scopus 로고    scopus 로고
    • A new electrophysiological index for working memory load in humans
    • DOI 10.1097/00001756-200308060-00009
    • Missonnier P, Leonards U, Gold G, Palix J, Ibáñez V and Giannakopoulos P 2003 A new electrophysiological index for working memory load in humans Neuroreport 14 1451-5 (Pubitemid 37083126)
    • (2003) NeuroReport , vol.14 , Issue.11 , pp. 1451-1455
    • Missonnier, P.1    Leonards, U.2    Gold, G.3    Palix, J.4    Ibanez, V.5    Giannakopoulos, P.6
  • 44
    • 0000305405 scopus 로고
    • Long term observation on Fm-theta during mental effort
    • Miyata Y, Tanaka Y and Hono T 1990 Long term observation on Fm-theta during mental effort Neuroscience 16 145-8
    • (1990) Neuroscience , vol.16 , pp. 145-148
    • Miyata, Y.1    Tanaka, Y.2    Hono, T.3
  • 45
    • 73449099603 scopus 로고    scopus 로고
    • Identifying experimental methods to determine the effect of pain on attention: A review of pain, caffeine, alcohol and nicotine studies
    • Moore D J, Keogh E and Eccleston C 2009 Identifying experimental methods to determine the effect of pain on attention: a review of pain, caffeine, alcohol and nicotine studies Human Psychopharmacology 24 601-18
    • (2009) Human Psychopharmacology , vol.24 , pp. 601-618
    • Moore, D.J.1    Keogh, E.2    Eccleston, C.3
  • 46
    • 84963166079 scopus 로고
    • Some measurement and methodological considerations in the application of subjective workload measurement techniques
    • Moroney W F, Biers D W and Eggemeier F T 1995 Some measurement and methodological considerations in the application of subjective workload measurement techniques Int. J. Aviat. Psychol. 5 87-106
    • (1995) Int. J. Aviat. Psychol. , vol.5 , pp. 87-106
    • Moroney, W.F.1    Biers, D.W.2    Eggemeier, F.T.3
  • 48
    • 0026114647 scopus 로고
    • Psychometric properties of subjective workload measurement techniques: Implications for their use in the assessment of perceived mental workload
    • Nygren T E 1991 Psychometric properties of subjective workload measurement techniques: implications for their use in the assessment of perceived mental workload Hum. Factors 33 17-33
    • (1991) Hum. Factors , vol.33 , pp. 17-33
    • Nygren, T.E.1
  • 50
    • 79551668253 scopus 로고    scopus 로고
    • FieldTrip: Open source software for advanced analysis of MEG, EEG, and invasive electrophysiological data
    • Oostenveld R, Fries P, Maris E and Schoffelen J M 2011 FieldTrip: open source software for advanced analysis of MEG, EEG, and invasive electrophysiological data Comput. Intell. Neurosci. 2011 156869
    • (2011) Comput. Intell. Neurosci. , vol.2011 , pp. 156869
    • Oostenveld, R.1    Fries, P.2    Maris, E.3    Schoffelen, J.M.4
  • 51
    • 18544382706 scopus 로고    scopus 로고
    • N-back working memory paradigm: A meta-analysis of normative functional neuroimaging studies
    • DOI 10.1002/hbm.20131
    • Owen A M, McMillan K M, Laird A R and Bullmore E 2005 N-back working memory paradigm: a meta-analysis of normative functional neuroimaging studies Hum. Brain Mapp. 25 46-59 (Pubitemid 40656192)
    • (2005) Human Brain Mapping , vol.25 , Issue.1 , pp. 46-59
    • Owen, A.M.1    McMillan, K.M.2    Laird, A.R.3    Bullmore, E.4
  • 52
    • 47749090900 scopus 로고    scopus 로고
    • Putting the brain to work: Neuroergonomics past, present, and future
    • DOI 10.1518/001872008X288349
    • Parasuraman R and Wilson G F 2008 Putting the brain to work: neuroergonomics past, present, and future Hum. Factors 50 468-74 (Pubitemid 352029807)
    • (2008) Human Factors , vol.50 , Issue.3 , pp. 468-474
    • Parasuraman, R.1    Wilson, G.F.2
  • 53
    • 0028144759 scopus 로고
    • Source localization using event-related desynohronization (ERD) within the alpha band
    • DOI 10.1007/BF01211172
    • Pfurtscheller G, Neuper C and Berger J 1994 Source localization using event related desynchronization (ERD) within the alpha band Brain Topogr. 6 269-75 (Pubitemid 24243623)
    • (1994) Brain Topography , vol.6 , Issue.4 , pp. 269-275
    • Pfurfscheller, G.1    Neuper, C.2    Berger, J.3
  • 54
    • 0030294507 scopus 로고    scopus 로고
    • Event-related synchronization (ERS) in the alpha band: An electrophysiological correlate of cortical idling
    • review
    • Pfurtscheller G, Stancak A Jr and Neuper C 1996 Event-related synchronization (ERS) in the alpha band: an electrophysiological correlate of cortical idling [review] Int. J. Psychophysiol. 24 39-46
    • (1996) Int. J. Psychophysiol. , vol.24 , pp. 39-46
    • Pfurtscheller, G.1    Stancak Jr., A.2    Neuper, C.3
  • 55
    • 34548522294 scopus 로고    scopus 로고
    • Updating P300: An integrative theory of P3a and P3b
    • DOI 10.1016/j.clinph.2007.04.019, PII S1388245707001897
    • Polich J 2007 Updating P300: an integrative theory of P3a and P3b Clin. Neurophysiol. 118 2128-48 (Pubitemid 47385341)
    • (2007) Clinical Neurophysiology , vol.118 , Issue.10 , pp. 2128-2148
    • Polich, J.1
  • 56
    • 0028879663 scopus 로고
    • Cognitive and biological determinants of P300: An integrative review
    • Polich J and Kok A 1995 Cognitive and biological determinants of P300: an integrative review Biol. Psychol. 41 103-46
    • (1995) Biol. Psychol. , vol.41 , pp. 103-146
    • Polich, J.1    Kok, A.2
  • 57
    • 82955235656 scopus 로고    scopus 로고
    • Effects of working memory load on visual selective attention: Behavioral and electrophysiological evidence
    • Pratt N, Willoughby A and Swick D 2011 Effects of working memory load on visual selective attention: behavioral and electrophysiological evidence Front. Hum. Neurosci. 5 57
    • (2011) Front. Hum. Neurosci. , vol.5 , pp. 57
    • Pratt, N.1    Willoughby, A.2    Swick, D.3
  • 59
    • 84864401890 scopus 로고    scopus 로고
    • Neural correlates of simulated driving: Auditory oddball responses dependent on workload
    • ed D D Schmorrow (Mahwah, NJ: Lawrence Erlbaum Associates)
    • Raabe M, Rutschmann R M, Schrauf M and Greenlee M W 2005 Neural correlates of simulated driving: auditory oddball responses dependent on workload Foundations of Augmented Cognition ed D D Schmorrow (Mahwah, NJ: Lawrence Erlbaum Associates) pp 1067-76
    • (2005) Foundations of Augmented Cognition , pp. 1067-1076
    • Raabe, M.1    Rutschmann, R.M.2    Schrauf, M.3    Greenlee, M.W.4
  • 61
    • 0021854588 scopus 로고
    • EEG activity during cognitive processing: Influence of attentional factors
    • DOI 10.1016/0167-8760(85)90018-2
    • Ray W J and Cole H W 1985 EEG activity during cognitive processing: influence of attentional factors Int. J. Psychophysiol. 3 43-8 (Pubitemid 15018952)
    • (1985) International Journal of Psychophysiology , vol.3 , Issue.1 , pp. 43-48
    • Ray, W.J.1    Cole, H.W.2
  • 62
    • 0343990041 scopus 로고    scopus 로고
    • Slow negative brain potentials as reflections of specific modular resources of cognition
    • DOI 10.1016/S0301-0511(96)05225-8, PII S0301051196052258
    • Rösler F, Heil M and Röder B 1997 Slow negative brain potentials as reflections of specific modular resources of cognition Biol. Psychol. 45 109-41 (Pubitemid 27110540)
    • (1997) Biological Psychology , vol.45 , Issue.1-3 , pp. 109-141
    • Rosler, F.1    Heil, M.2    Roder, B.3
  • 66
    • 0028204144 scopus 로고
    • Multiband topographic EEG analysis of a simulated visuomotor aviation task
    • DOI 10.1016/0167-8760(94)90041-8
    • Sterman M B, Mann C A, Kaiser D A and Suyenobu B Y 1994 Multiband topographic EEG analysis of a simulated visuomotor aviation task Int. J. Psychophysiol. 16 49-56 (Pubitemid 24074498)
    • (1994) International Journal of Psychophysiology , vol.16 , Issue.1 , pp. 49-56
    • Sterman, M.B.1
  • 68
    • 0035138677 scopus 로고    scopus 로고
    • Auditory probe sensitivity to mental workload changes - An event-related potential study
    • DOI 10.1016/S0167-8760(00)00188-4, PII S0167876000001884
    • Ullsperger P, Freude G and Erdmann U 2001 Auditory probe sensitivity to mental workload changes - an event-related potential study Int. J. Psychophysiol. 40 201-9 (Pubitemid 32157070)
    • (2001) International Journal of Psychophysiology , vol.40 , Issue.3 , pp. 201-209
    • Ullsperger, P.1    Freude, G.2    Erdmann, U.3
  • 69
    • 39749117972 scopus 로고    scopus 로고
    • Prestimulus oscillatory activity in the alpha band predicts visual discrimination ability
    • DOI 10.1523/JNEUROSCI.1853-07.2008
    • van Dijk H, Schoffelen J M, Oostenveld R and Jensen O 2008 Pre-stimulus oscillatory activity in the alpha band predicts visual discrimination ability J. Neurosci. 28 1816-23 (Pubitemid 351302670)
    • (2008) Journal of Neuroscience , vol.28 , Issue.8 , pp. 1816-1823
    • Van Dijk, H.1    Schoffelen, J.-M.2    Oostenveld, R.3    Jensen, O.4
  • 71
    • 70349771057 scopus 로고    scopus 로고
    • The brain-computer interface cycle
    • van Gerven M et al 2009a The brain-computer interface cycle J. Neural Eng. 6 041001
    • (2009) J. Neural Eng. , vol.6 , pp. 041001
    • Van Gerven, M.1
  • 72
    • 64949198342 scopus 로고    scopus 로고
    • Interpreting single trial data using groupwise regularisation
    • van Gerven M, Hesse C, Jensen O and Heskes T 2009b Interpreting single trial data using groupwise regularisation Neuroimage 46 665-76
    • (2009) Neuroimage , vol.46 , pp. 665-676
    • Van Gerven, M.1    Hesse, C.2    Jensen, O.3    Heskes, T.4
  • 73
    • 0030042177 scopus 로고    scopus 로고
    • Physiological indices of workload in a simulated flight task
    • DOI 10.1016/0301-0511(95)05165-1
    • Veltman J A and Gaillard A W K 1996 Physiological indices of workload in a simulated flight task Biol. Psychol. 42 323-42 (Pubitemid 26068935)
    • (1996) Biological Psychology , vol.42 , Issue.3 , pp. 323-342
    • Veltman, J.A.1    Gaillard, A.W.K.2
  • 74
    • 0032080306 scopus 로고    scopus 로고
    • Physiological workload reactions to increasing levels of task difficulty
    • DOI 10.1080/001401398186829
    • Veltman J A and Gaillard A W K 1998 Physiological workload reactions to increasing levels of task difficulty Ergonomics 41 656-669 (Pubitemid 28211755)
    • (1998) Ergonomics , vol.41 , Issue.5 , pp. 656-669
    • Veltman, J.A.1    Gaillard, A.W.K.2
  • 75
    • 0001641329 scopus 로고    scopus 로고
    • Detecting Short Periods of Elevated Workload: A Comparison of Nine Workload Assessment Techniques
    • Verwey W B and Veltman H A 1996 Detecting short periods of elevated workload: a comparison of nine workload assessment techniques J. Exp. Psychol. 2 270-85 (Pubitemid 126450533)
    • (1996) Journal of Experimental Psychology: Applied , vol.2 , Issue.3 , pp. 270-285
    • Verwey, W.B.1    Veltman, H.A.2
  • 77
    • 33750981257 scopus 로고    scopus 로고
    • The impact of workload on heart rate and blood pressure in en-route and tower air traffic control
    • DOI 10.1027/0269-8803.20.4.297
    • Vogt J, Hagemann T and Kastner M 2006 The impact of workload on heart rate and blood pressure in en-route and tower air traffic control J. Psychophysiol. 20 297-314 (Pubitemid 44741771)
    • (2006) Journal of Psychophysiology , vol.20 , Issue.4 , pp. 297-314
    • Vogt, J.1    Hagemann, T.2    Kastner, M.3
  • 78
    • 0035200573 scopus 로고    scopus 로고
    • The n-back as a dual-task: P300 morphology under divided attention
    • Watter S, Geffen G M and Geffen L B 2001 The n-back as a dual-task: P300 morphology under divided attention Psychophysiology 38 998-1003 (Pubitemid 33108366)
    • (2001) Psychophysiology , vol.38 , Issue.6 , pp. 998-1003
    • Watter, S.1    Geffen, G.M.2    Geffen, L.B.3
  • 79
    • 84863177013 scopus 로고    scopus 로고
    • Age-related differences in working memory performance in a 2-back task
    • Wild-Wall N, Falkenstein M and Gajewski P D 2011 Age-related differences in working memory performance in a 2-back task Front Psychol. 2 186
    • (2011) Front Psychol. , vol.2 , pp. 186
    • Wild-Wall, N.1    Falkenstein, M.2    Gajewski, P.D.3
  • 80
    • 0002208531 scopus 로고
    • Physiological measures of workload in multi-task environments
    • ed D Damos (London: Taylor and Francis)
    • Wilson G F and Eggemeier F T 1991 Physiological measures of workload in multi-task environments Multipletask Performance ed D Damos (London: Taylor and Francis) pp 329-60
    • (1991) Multipletask Performance , pp. 329-360
    • Wilson, G.F.1    Eggemeier, F.T.2
  • 81
    • 0029065115 scopus 로고
    • Cognitive task classification based on topographic EEG data
    • Wilson G F and Fisher F 1995 Cognitive task classification based on topographic EEG data Biol. Psychol. 40 239-50
    • (1995) Biol. Psychol. , vol.40 , pp. 239-250
    • Wilson, G.F.1    Fisher, F.2
  • 82
    • 0344236192 scopus 로고    scopus 로고
    • Operator Functional State Classification using Multiple Psychophysiological Features in an Air Traffic Control Task
    • DOI 10.1518/hfes.45.3.381.27252
    • Wilson G F and Russell C A 2003 Operator functional state classification using multiple psychophysiological features in a simulated air traffic control task Hum. Factors 45 381-9 (Pubitemid 37509591)
    • (2003) Human Factors , vol.45 , Issue.3 , pp. 381-389
    • Wilson, G.F.1    Russell, C.A.2
  • 83
    • 36749037719 scopus 로고    scopus 로고
    • Performance enhancement in a UAV task using psychophysiological determined adaptive aiding
    • Wilson G F and Russell C A 2007 Performance enhancement in a UAV task using psychophysiological determined adaptive aiding Hum. Factors 49 1005-19
    • (2007) Hum. Factors , vol.49 , pp. 1005-1019
    • Wilson, G.F.1    Russell, C.A.2
  • 84
    • 79954455143 scopus 로고    scopus 로고
    • Towards passive brain-computer interfaces: Applying brain-computer interface technology to human-machine systems in general
    • Zander T O and Kothe C 2011 Towards passive brain-computer interfaces: applying brain-computer interface technology to human-machine systems in general J. Neural Eng. 8 025005
    • (2011) J. Neural Eng. , vol.8 , pp. 025005
    • Zander, T.O.1    Kothe, C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.