The Impairing Effect of Mental Fatigue on Visual Sustained Attention under Monotonous Multi-Object Visual Attention Task in Long Durations: An Event-Related Potential Based Study

The impairing effects of mental fatigue on visual sustained attention were assessed by event-related potentials (ERPs). Subjects performed a dual visual task, which includes a continuous tracking task (primary task) and a random signal detection task (secondary task), for 63 minutes nonstop in order to elicit ERPs. In this period, the data such as subjective levels of mental fatigue, behavioral performance measures, and electroencephalograms were recorded for each subject. Comparing data from the first interval (0–25 min) to that of the second, the following phenomena were observed: the subjective fatigue ratings increased with time, which indicates that performing the tasks leads to increase in mental fatigue levels; reaction times prolonged and accuracy rates decreased in the second interval, which indicates that subjects’ sustained attention decreased.; In the ERP data, the P3 amplitudes elicited by the random signals decreased, while the P3 latencies increased in the second interval. These results suggest that mental fatigue can modulate the higher-level cognitive processes, in terms of less attentional resources allocated to the random stimuli, which leads to decreased speed in information evaluating and decision making against the stimuli. These findings provide new insights into the question that how mental fatigue affects visual sustained attention and, therefore, can help to design countermeasures to prevent accidents caused by low visual sustained attention.

[1]  R Parasuraman,et al.  Consistency of individual differences in human vigilance performance: an abilities classification analysis. , 1976, The Journal of applied psychology.

[2]  A. Murata,et al.  Assessment of mental fatigue during VDT task using event-related potential (P300) , 2000, Proceedings 9th IEEE International Workshop on Robot and Human Interactive Communication. IEEE RO-MAN 2000 (Cat. No.00TH8499).

[3]  H. Endo,et al.  Mental fatigue and impaired response processes: event-related brain potentials in a Go/NoGo task. , 2009, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[4]  M. D’Esposito Working memory. , 2008, Handbook of clinical neurology.

[5]  A. Buchner,et al.  Drivers' misjudgement of vigilance state during prolonged monotonous daytime driving. , 2009, Accident; analysis and prevention.

[6]  E. Donchin,et al.  Psychophysiology : systems, processes, and applications , 1987 .

[7]  Judi E. See,et al.  Brain systems of vigilance. , 1998 .

[8]  Marina Schmid,et al.  An Introduction To The Event Related Potential Technique , 2016 .

[9]  R. Parasuraman The attentive brain , 1998 .

[10]  A. Mazloumi,et al.  Fatigue and workload in short and long-haul train driving. , 2016, Work.

[11]  J. Polich Updating P300: An integrative theory of P3a and P3b , 2007, Clinical Neurophysiology.

[12]  J. Polich Updating P 300 : An Integrative Theory of P 3 a and P 3 b , 2009 .

[13]  A. Carpenter,et al.  The rate of blinking during prolonged visual search. , 1948, Journal of experimental psychology.

[14]  Bradley P. Smith,et al.  Fatigue in Emergency Services Operations: Assessment of the Optimal Objective and Subjective Measures Using a Simulated Wildfire Deployment , 2016, International journal of environmental research and public health.

[15]  J. Polich,et al.  Task difficulty, probability, and inter-stimulus interval as determinants of P300 from auditory stimuli. , 1987, Electroencephalography and clinical neurophysiology.

[16]  A. Kok On the utility of P3 amplitude as a measure of processing capacity. , 2001, Psychophysiology.

[17]  Ig-Jae Kim,et al.  Detecting driver drowsiness using feature-level fusion and user-specific classification , 2014, Expert Syst. Appl..

[18]  David M. Diamond,et al.  Applications of event-related brain potentials to problems in engineering psychology , 1986 .

[19]  T. Åkerstedt,et al.  Subjective and objective sleepiness in the active individual. , 1990, The International journal of neuroscience.

[20]  Anne Bonnefond,et al.  Vigilance and intrinsic maintenance of alert state: An ERP study , 2010, Behavioural Brain Research.

[21]  Maarten A. S. Boksem,et al.  Effects of mental fatigue on attention: an ERP study. , 2005, Brain research. Cognitive brain research.

[22]  E Donchin,et al.  A new method for off-line removal of ocular artifact. , 1983, Electroencephalography and clinical neurophysiology.

[23]  David George Heath,et al.  A geometric framework for machine learning , 1993 .

[24]  Joel S. Warm,et al.  Vigilance Requires Hard Mental Work and Is Stressful , 2008, Hum. Factors.

[25]  D. Schroeder,et al.  Blink Rate: A Possible Measure of Fatigue , 1994, Human factors.

[26]  Gerald Matthews,et al.  Multidimensional Profiling of Task Stress States for Human Factors , 2016, Hum. Factors.

[27]  Natasha M. Maurits,et al.  Mental Fatigue Affects Visual Selective Attention , 2012, PloS one.

[28]  Chongxun Zheng,et al.  Electroencephalogram and electrocardiograph assessment of mental fatigue in a driving simulator. , 2012, Accident; analysis and prevention.

[29]  Min Li,et al.  Environmental heat stress enhances mental fatigue during sustained attention task performing: Evidence from an ASL perfusion study , 2015, Behavioural Brain Research.

[30]  Arthur F. Kramer,et al.  Assessing the development of automatic processing: An application of dual-task and event-related brain potential methodologies , 1988, Biological Psychology.

[31]  T. Wasaka,et al.  Resource allocation and somatosensory P300 amplitude during dual task: effects of tracking speed and predictability of tracking direction , 2004, Clinical Neurophysiology.

[32]  A. Kok,et al.  Influence of caffeine on information processing stages in well rested and fatigued subjects , 2005, Psychopharmacology.

[33]  E. Donchin,et al.  Performance of concurrent tasks: a psychophysiological analysis of the reciprocity of information-processing resources. , 1983, Science.

[34]  Selina Wriessnegger,et al.  A P300 BCI for e - inclusion, cognitive rehabilitation and smart home control , 2014 .

[35]  C D Wickens,et al.  Processing of stimulus properties: evidence for dual-task integrality. , 1985, Journal of experimental psychology. Human perception and performance.

[36]  E. Donchin,et al.  P300 and tracking difficulty: evidence for multiple resources in dual-task performance. , 1980, Psychophysiology.