Evidence for effects of task difficulty but not learning on neurophysiological variables associated with effort

International Journal of Psychophysiology

Volumn 93, Issue 2, 2014, Pages 242-252

  Brouwer, Anne Marie ^a   Hogervorst, Maarten A ^a   Holewijn, Michael ^a   van Erp, Jan B F ^a  

^a TNO   (Netherlands)

Author keywords

EEG; Effort; Eye; Learning; Physiology; Workload

Indexed keywords

ADULT; ARTICLE; ELECTROENCEPHALOGRAM; EXERCISE; EYELID REFLEX; FEMALE; HUMAN; HUMAN EXPERIMENT; LEARNING CURVE; MALE; MENTAL DISSOCIATION; MENTAL TASK; NEUROPHYSIOLOGY; NORMAL HUMAN; PHYSIOLOGICAL PROCESS; PSYCHOPHYSIOLOGY; RESPONSE TIME; SKIN CONDUCTANCE; TASK PERFORMANCE; WORKLOAD; ANALYSIS OF VARIANCE; ELECTROCARDIOGRAPHY; ELECTRODERMAL RESPONSE; ELECTROENCEPHALOGRAPHY; HEART RATE; LEARNING; PHYSIOLOGY; PSYCHOMOTOR PERFORMANCE; REACTION TIME; STIMULATION; YOUNG ADULT;

ADULT; ANALYSIS OF VARIANCE; BRAIN WAVES; ELECTROCARDIOGRAPHY; ELECTROENCEPHALOGRAPHY; FEMALE; GALVANIC SKIN RESPONSE; HEART RATE; HUMANS; LEARNING; MALE; PHYSICAL STIMULATION; PSYCHOMOTOR PERFORMANCE; REACTION TIME; WORKLOAD; YOUNG ADULT;

EID: 84903458678     PISSN: 01678760     EISSN: 18727697     Source Type: Journal    
DOI: 10.1016/j.ijpsycho.2014.05.004     Document Type: Article

References (93)

1. Aasman J., Mulder G., Mulder L.J.M. Operator effort and the measurement of heart rate variability. Hum. Factors 1987, 29:161-170.
2. Angelone A., Coulter N.A. Respiratory-sinus arrhytmia: A frequency dependent phenomenon. J. Appl. Physiol. 1964, 19:479-482.
3. Ayaz H., Izzetoglu M., Bunce S., Heiman-Patterson T., Onaral B. Detecting cognitive activity related hemodynamic signal for brain computer interface using functional near infrared spectroscopy. 3rd International IEEE/EMBS Conference on Neural Engineering, Kohala Coast, HI, USA 2007, 342-345.
4. Ayaz H., Shewokis P.A., Bunce S., Izzetoglu K., Willems B., Onaral B. Optical brain monitoring for operator training and mental workload assessment. Neuroimage 2012, 59(1):36-47. (Jan 2).
5. Bauer L.O., Goldstein R., Stern J.A. Effects of information-processing demands on physiological response patterns. Hum. Factors 1987, 29:213-234.
6. Beatty J. Task-evoked pupillary responses, processing load, and the structure of processing resources. Psychol. Bull. 1982, 91(2):276-292.
7. Berka C., Levendowski D.J., Lumicao M.N., Yau A., Davis G., Zivkovic V.T., Olmstead R.E., Tremoulet P.D., Craven P.L. EEG correlates of task engagement and mental workload in vigilance, learning, and memory tasks. Aviat. Space Environ. Med. 2007, 78(5 Suppl.).
8. Berntson G.G., Bigger J.T., Eckberg D.L., Grossman P., Kaufmann P.G., Malik M., Nagaraja H.N., Porges S.W., Saul J.P., Stone P.H., van der Molen M.W. Heart rate variability: Origins, methods, and interpretive caveats. Psychophysiology 1997, 34(6):623-648.
9. Borghini G., Astolfi L., Vecchiato G., Mattia D., Babiloni F. Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness. Neurosci. Biobehav. Rev 2012, (Oct 30, pii: S0149-7634(12)00170-4, Epub ahead of print). 10.1016/j.neubiorev.2012.10.003.
10. Boucsein W. Electrodermal activity 1992, Plenum Press, New York.
11. Boucsein W. Electrodermal activity as an indicator of emotional processes. Korean J. Sci. Emot. Sensibility 1999, 2:1-25.
12. Brehm J.W., Self E.A. The intensity of motivation. Annu. Rev. Psychol. 1989, 40:109-131.
13. Brookings J.B., Wilson G.F., Swain C.R. Psychophysiological responses to changes in workload during simulated air traffic control. Biol. Psychol. 1996, 42:361-377.
14. Brouwer A.-M., Hogervorst M.A., Herman P., Kooi F. Are you really looking? Finding the answer through fixation patterns and EEG. Lecture notes in artificial intelligence 2009, vol. 5638:329-338. Springer, Berlin/Heidelberg.
15. Brouwer A.-M., Hogervorst M.A., van Erp J.B.F., Heffelaar T., Zimmerman P.H., Oostenveld R. Estimating workload using EEG spectral power and ERPs in the n-back task. J. Neural Eng. 2012, 9(4):045008.
16. Brouwer A.-M., van Wouwe N., Mühl C., van Erp J.B.F., Toet A. Perceiving blocks of emotional pictures and sounds: Effects on physiological variables. Front. Hum. Neurosci. 2013, 7:295. 10.3389/fnhum.2013.00295.
17. Capa R.L., Audiffren M. How does achievement motivation influence mental effort mobilization? Physiological evidence of deteriorative effects of negative affects on the level of engagement. Int. J. Psychophysiol. 2009, 74(3):236-242.
18. Capa R.L., Audiffren M., Ragot S. The interactive effect of achievement motivation and task difficulty on mental effort. Int. J. Psychophysiol. 2008, 70(2):144-150.
19. Christensen J.C., Estepp J.R., Wilson G.F., Russell C.A. The effects of day-to-day variability of physiological data on operator state classification. Neuroimage 2012, 59:57-63.
20. Esposito F., Aragri A., Piccoli T., Tedeschi G., Goebel R., Di Salle F. Distributed analysis of simultaneous EEG-fMRI time-series: Modeling and interpretation issues. Magn. Reson. Imaging 2009, 27(8):1120-1130.
21. Ewing K.C., Fairclough S.H. The effect of an extrinsic incentive on psychophysiological measures of mental effort and motivational disposition when task demand is varied. Proc. Hum. Factors Ergon. Soc. 2010, 1:259-263.
22. Fairclough S.H., Venables L., Tattersall A. The influence of task demand and learning on the psychophysiological response. Int. J. Psychophysiol. 2005, 56(2):171-184.
23. Fink A., Grabner R.H., Neuper C., Neubauer A.C. EEG alpha band dissociation with increasing task demands. Cogn. Brain Res. 2005, 24(2):252-259.
24. Fogarty C., Stern J.A. Eye movements and blinks: Their relationship to higher cognitive processes. Int. J. Psychophysiol. 1989, 8:35-42.
25. Fournier L.R., Wilson G.F., Swain C.R. Electrophysiological, behavioral, and subjective indexes of workload when performing multiple tasks: Manipulations of task difficulty and training. Int. J. Psychophysiol. 1999, 31(2):129-145.
26. Fowles D.C., Fisher A.E., Tranel D.T. The heart beats to reward: The effect of monetary incentives on heart rate. Psychophysiology 1982, 19:506-513.
27. Foxe J.J., Simpson G.V., Ahlfors S.P. Parieto-occipital ~10Hz activity reflects anticipatory state of visual attention mechanisms. Neuroreport 1998, 9:3929-3933.
28. Gaillard A.W.K., Wientjes C.J.E. Mental load and work stress as two types of energy mobilization. Work stress 1994, 8:141-152.
29. Gawron V.J., Schiflett S.G., Miller J.C. Measures of in-flight workload. Aviation psychology 1989, 240-287. Brookfield, Aldershot. R.S. Jensen (Ed.).
30. Gendolla G.H.E., Richter M. Ego involvement and effort: Cardiovascular, electrodermal, and performance effects. Psychophysiology 2005, 42(5):595-603.
31. Gendolla G.H.E., Richter M. Ego-involvement and the difficulty law of motivation: Effects on performance-related cardiovascular response. Personal. Soc. Psychol. Bull. 2006, 32(9):1188-1203.
32. Gevins A., Smith M.E., Leong H., McEvoy L., Whitfield S., Du R., Rush G. Monitoring working memory load during computer-based tasks with EEG pattern recognition methods. Hum. Factors 1998, 40(1):79-91.
33. Goedhart A.D., Van der Sluis S., Houtveen J.H., Willemsen G., De Geus E.J.C. Comparison of time and frequency domains of RSA in ambulatory recordings. Psychophysiology 2007, 44:203-215.
34. Gopher D., Donchin E. Workload: An examination of the concept. Handbook of perception and human performance 1986, volume II:1-49. John Wiley and Sons, New York.
35. Gopher D., Kimchi R. Engineering psychology. Annu. Rev. Psychol. 1989, 40:431-455.
36. Greenwald M.K., Cook E.W., Lang P.J. Affective judgment and psychophysiological response: Dimensional covariation in the evaluation of pictorial stimuli. J. Psychophysiol. 1989, 3(1):51-64.
37. Grimes D., Tan D.S., Hudson S.E., Shenoy P., Rao R.P. Feasibility and pragmatics of classifying working memory load with an electroencephalograph. Proceeding of the twenty-sixth annual SIGCHI conference on Human factors in computing systems 2008, 835-844. ACM, Florence, Italy.
38. Grossman P., Taylor E.W. Toward understanding respiratory sinus arrhythmia: Relations to cardiac vagal tone, evolution and biobehavioral functions. Biol. Psychol. 2007, 74:263-285.
39. Gundel A., Wilson G.F. Topographical changes in the ongoing EEG related to the difficulty of mental task. Brain Topogr. 1992, 5:17-25.
40. Hampson R.E., Opris I., Deadwyler S.A. Neural correlates of fast pupil dilation in nonhuman primates: Relation to behavioral performance and cognitive workload. Behav. Brain Res. 2010, 212(1):1-11.
41. Hancock P.A., Meshkati N., Robertson M.M. Physiological reflections of mental workload. Aviat. Space Environ. Med. 1985, 56:1110-1114.
42. Hart S.G., Staveland L.E. Development of a multi-dimensional workload rating scale: Results of empirical and theoretical research. Human mental workload 1988, 139-183. Elsevier, Amsterdam, The Netherlands. P.A. Hancock, N. Meshkati (Eds.).
43. Hockey G.R.J. Changes in operator efficiency as a function of environmental stress, fatigue, and circadian rhythms. Handbook of perception and human performance 1986, vol. 2:44.1-44.49. John Wiley, New York.
44. Izzetoglu M., Bunce S.C., Izzetoglu K., Onaral B., Pourrezaei A.K. Functional brain imaging using near-infrared technology. IEEE Eng. Med. Biol. Mag. 2007, 26(4):38-46.
45. Jann K., Dierks T., Boesch C., Kottlow M., Strik W., Koenig T. BOLD correlates of EEG alpha phase-locking and the fMRI default mode network. Neuroimage 2009, 45:903-916.
46. Jensen O., Tesche C.D. Frontal theta activity in humans increases with memory load in a working memory task. Eur. J. Neurosci. 2002, 15:1395-1399.
47. Kahneman D., Beatty J. Pupil diameter and load on memory. Science 1966, 154:1583-1585.
48. Kahneman D., Tursky B., Shapiro D., Crider A. Pupillary, heart rate, and skin resistance changes during a mental task. J. Exp. Psychol. 1969, 79:164-167.
49. Kantowitz B.H. Mental workload. Human factors psychology 1988, Elsevier, Amsterdam. P.A. Hancock (Ed.).
50. Karavidas M.K., Lehrer P.M., Lu S.-E., Vaschillo E., Vaschillo B., Cheng A. The effects of workload on respiratory variables in simulated flight: A preliminary study. Biol. Psychol. 2010, 84(1):157-160.
51. Keil A., Mussweiler T., Epstude K. Alpha-band activity reflects reduction of mental effort in a comparison task: A source space analysis. Brain Res. 2006, 1121:117-127.
52. Klimesch W. Memory processes, brain oscillations and EEG synchronization. Int. J. Psychophysiol. 1996, 24:61-100.
53. Klimesch W. EEG-alpha rhythms and memory processes. Int. J. Psychophysiol. 1997, 26:319-340.
54. Klimesch W. EEG alpha and theta oscillations reflect cognitive and memory performance: A review and analysis. Brain Res. Brain Res. Rev. 1999, 29:169-195.
55. Klimesch W., Doppelmayr M., Röhm D., Pöllhuber D., Stadler W. Simultaneous desynchronization and synchronization of different alpha responses in the human electroencephalograph: A neglected paradox?. Neurosci. Lett. 2000, 284:97-100.
56. Kohlisch O., Schaefer F. Physiological changes during computer tasks: Responses to mental load or to motor demands?. Ergonomics 1996, 39(2):213-224.
57. Laufs H., Krakow K., Sterzer P., Eger E., Beyerle A., Salek-Haddadi A., Kleinschmidt A. Electroencephalographic signatures of attentional and cognitive default modes in spontaneous brain activity fluctuations at rest. Proc. Natl Acad. Sci. USA 2003, 100:11053-11058.
58. Light K.C., Obrist P.A. Task difficulty, heart rate reactivity, and cardiovascular responses to an appetitive reaction time task. Psychophysiology 1983, 20:301-311.
59. Liu Y., Wickens C.D. Mental workload and cognitive task automaticity: An evaluation of subjective and time estimation metrics. Ergonomics 1994, 37:1843-1854.
60. May J.G., Kennedy R.S., Williams M.C., Dunlap W.P., Brannan J.R. Eye movement indices of mental workload. Acta Psychol. 1990, 75:75-89.
61. Mehler B., Reimer B., Coughlin J.F., Dusek J.A. Impact of incremental increases in cognitive workload on physiological arousal and performance in young adult drivers. Transp. Res. Rec. 2009, (2138):6-12.
62. Miyata Y., Tanaka Y., Hono T. Long term observation on Fm-theta during mental effort. Neuroscience 1990, 16:145-148.
63. Mulder G. The heart of mental effort 1980, (Thesis), University of Groningen, Groningen.
64. Mulder L.J.M., Mulder G. Cardiovascular reactivity and mental workload. The beat-by-beat investigation of cardiovascular function 1987, 216-253. Clarendon Press, Oxford. R.I. Kitney, O. Rompelman (Eds.).
65. O'Donnell R.D., Eggemeier F.T. Workload assessment methodology. Handbook of perception and human performance 1986, 42.1-44.49. Wiley, New York. K. Boff, L. Kaufman, J.P. Thomas (Eds.).
66. Obrist P.A., Gaebelein C.J., Teller E.S., Langer A.W., Grignolo A., Light K.C., McCubbin J.A. The relationship among heart rate, carotid dP/dt, and blood pressure in humans as a function of type of stress. Psychophysiology 1978, 15:102-115.
67. Oostenveld R., Fries P., Maris E., Schoffelen J.M. FieldTrip: Open source software for advanced analysis of MEG, EEG, and invasive electrophysiological data. Comput. Intell. Neurosci 2011, (Article ID 156869). 10.1155/2011/156869.
68. Pfurtscheller G., Neuper C., Berger J. Source localization using event related desynchronization (ERD) within the alpha band. Brain Topogr. 1994, 6:269-275.
69. Pfurtscheller G., Stancak A., Neuper C. Event-related synchronization (ERS) in the alpha band: An electrophysiological correlate of cortical idling. Int. J. Psychophysiol. 1996, 24:39-46.
70. Porter G., Troscianko T., Gilchrist I.D. Effort during visual search and counting: Insights from pupillometry. Q. J. Exp. Psychol. 2007, 60(2):211-229.
71. Raghavachari S., Kahana M.J., Rizzuto D.S., Caplan J.B., Kirschen M.P., Bourgeois B., Madsen J.R., Lisman J.E. Gating of human theta oscillations by a working memory task. J. Neurosci. 2001, 21:3175-3183.
72. Reimer B., Mehler B. The impact of cognitive workload on physiological arousal in young adult drivers: A field study and simulation validation. Ergonomics 2011, 54(10):932-942.
73. Roth W.T. A comparison of P300 and the skin conductance response. Tutorials in ERP research-endogenous components 1983, 177-199. North-Holland, Amsterdam. A.W.K. Gaillard, W. Ritter (Eds.).
74. Sander D., Grandjean D., Scherer K.R. A systems approach to appraisal mechanisms in emotion. Neural Netw. 2005, 18(4):317-352.
75. Scher H., Furedy J.J., Heslegrave R.J. Phasic T-wave amplitude and heart rate changes as indices of mental effort and task incentive. Psychophysiology 1984, 21:326-333.
76. Schneider W., Fisk A.D. Degree of consistent training: Improvements in search performance and automatic process developments. Percept. Psychophys. 1982, 31:160-168.
77. 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.
78. Taylor G., Reinerman-Jones L.E., Cosenzo K., Nicholson D. Comparison of multiple physiological sensors to classify operator state in adaptive automation systems. Proceedings of the 54nd Annual Meeting of the Human Factors and Ergonomics Society (HFES) 2010.
79. Tole J.R., Stephens A.T., Harris R.L., Ephrath A.R. Visual scanning behavior and mental workload in aircraft pilots. Aviat. Space Environ. Med. 1982, 53(1):54-61.
80. Tranel D.T., Fisher A.E., Fowles D.C. Magnitude of incentive effects upon the heart. Psychophysiology 1982, 19:514-519.
81. van Dijk H., Schoffelen J.M., Oostenveld R., Jensen O. Pre-stimulus oscillatory activity in the alpha band predicts visual discrimination ability. J. Neurosci. 2008, (28):1816-1823.
82. Veltman J.A. A comparative study of psycho physiological reactions during simulator and real flight. Int. J. Aviat. Psychol. 2002, 12:33-48.
83. Veltman J.A., Gaillard A.W.K. Physiological indices of workload in a simulated flight task. Biol. Psychol. 1996, 42:323-342.
84. Veltman J.A., Gaillard A.W.K. Physiological workload reactions to increasing levels of task difficulty. Ergonomics 1998, 41:656-669.
85. Verwey W.B., Veltman H.A. Detecting short periods of elevated workload: A comparison of nine workload assessment techniques. J. Exp. Psychol. 1996, 2:270-285.
86. Vogt J., Adolph L., Ayan T., Udovic A., Kastner M. Stress in modern air traffic control systems and potential influences on memory performance. J. Hum. Factors Aerosp. Saf. 2002, 2(4):355-378.
87. Vogt J., Hagemann T., Kastner M. The impact of workload on heart rate and blood pressure in en-route and tower air traffic control. J. Psychophysiol. 2006, 20:297-314.
88. Welch P.D. The use of fast Fourier transform for the estimation of power spectra: A method based on time averaging over short, modified periodograms. IEEE Trans. Audio Electroacoust. 1967, 15:70-73.
89. Wientjes C.J.E. Respiration in psychophysiology: Methods and applications. Biol. Psychol. 1992, 34(2/3):179-204.
90. Wilson G.F., Russell C.A. Operator functional state classification using multiple psychophysiological features in an air traffic control task. Hum. Factors 2003, 45(3):381-389.
91. Winton W.M., Putnam L.E., Krauss R.M. Facial and autonomic manifestations of the dimensional structure of emotion. J. Exp. Soc. Psychol. 1984, 20:195-216.
92. Zijlstra F.R.H. Efficiency in work behaviour. A design approach for modern tools 1993, (PhD thesis, Delft University of Technology), Delft University Press, Delft, The Netherlands.
93. Zimmerman P.H., Bolhuis J.E., Willemsen A., Meyer E.S., Noldus L.P.J.J. The Observer XT: A tool for the integrations and synchronization of multimodal signals. Behav. Res. Methods 2009, 41:731-735.