Validity of Mental Workload Measures in a Driving Simulation Environment

Automated in-vehicle systems and related human-machine interfaces can contribute to alleviating the workload of drivers. However, each new functionality can also introduce a new source of workload, due to the need to attend to new tasks and thus requires careful testing before being implemented in vehicles. Driving simulators have become a viable alternative to on-the-road tests, since they allow optimal experimental control and high safety. However, for each driving simulator to be a useful research tool, for each specific task an adequate correspondence must be established between the behavior in the simulator and the behavior on the road, namely, the simulator absolute and relative validity. In this study we investigated the validity of a driving-simulator-based experimental environment for research on mental workload measures by comparing behavioral and subjective measures of workload of the same large group of participants in a simulated and on-road driving task on the same route. Consistent with previous studies, mixed support was found for both types of validity, although results suggest that allowing more and/or longer familiarization sessions with the simulator may be needed to increase its validity. Simulator sickness also emerged as a critical issue for the generalizability of the results.

[1]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[2]  I. D. Brown,et al.  Dual Task Methods of Assessing Work-load , 1978 .

[3]  Gerard J. Blaauw,et al.  Driving Experience and Task Demands in Simulator and Instrumented Car: A Validation Study , 1982 .

[4]  C D Wickens,et al.  Causes of dissociation between subjective workload measures and performance ; Caveats for the use of subjective assessments. , 1986, Applied ergonomics.

[5]  Barry H. Kantowitz,et al.  Mental Workload , 2020, Encyclopedia of Behavioral Medicine.

[6]  C. Wickens,et al.  Dissociation of Performance and Subjective Measures of Workload , 1988 .

[7]  Graham Wilson,et al.  Psychophysiological assessment of workload in multi-task environments , 2020 .

[8]  Sally A. Seven,et al.  Selecting Performance Measures: "Objective" versus "Subjective" Measurement , 1992 .

[9]  P. Tsang,et al.  Diagnosticity and multidimensional subjective workload ratings. , 1996, Ergonomics.

[10]  J Toernros,et al.  DRIVING BEHAVIOUR IN A REAL AND A SIMULATED ROAD TUNNEL , 1996 .

[11]  Jan Theeuwes,et al.  Driving Simulator Validity: Some Considerations , 1996 .

[12]  Mark S. Young,et al.  Drive-by-wire: The case of driver workload and reclaiming control with adaptive cruise control , 1997 .

[13]  J Törnros,et al.  Driving behavior in a real and a simulated road tunnel--a validation study. , 1998, Accident; analysis and prevention.

[14]  Matthew P. Reed,et al.  Comparison of driving performance on-road and in a low-cost simulator using a concurrent telephone dialling task , 1999 .

[15]  Herbert A. Colle,et al.  Double Trade-off Curves with Different Cognitive Processing Combinations: Testing the Cancellation Axiom of Mental Workload Measurement Theory , 1999, Hum. Factors.

[16]  Guy H. Walker,et al.  AUTOMATING THE DRIVER'S CONTROL TASKS , 2001 .

[17]  Christopher D. Wickens,et al.  Multiple resources and performance prediction , 2002 .

[18]  Thomas J Triggs,et al.  Driving simulator validation for speed research. , 2002, Accident; analysis and prevention.

[19]  Albert Kircher,et al.  Using mobile telephones: cognitive workload and attention resource allocation. , 2004, Accident; analysis and prevention.

[20]  William S. Helton,et al.  Validation of a Short Stress State Questionnaire , 2004 .

[21]  Henry Been-Lirn Duh,et al.  An Independent Visual Background Reduced Simulator Sickness in a Driving Simulator , 2004, Presence: Teleoperators & Virtual Environments.

[22]  Stephane Espie,et al.  Driving Simulators Validation: The Issue of Transferability of Results Acquired on Simulator , 2005 .

[23]  Georg Jahn,et al.  Peripheral detection as a workload measure in driving: Effects of traffic complexity and route guidance system use in a driving study , 2005 .

[24]  Fabrizio Bracco,et al.  Validazione italiana del NASA-TLX su un campione di motociclisti , 2006 .

[25]  Ernst Pöppel,et al.  Effects of display position of a visual in-vehicle task on simulated driving. , 2006, Applied ergonomics.

[26]  William Moroney,et al.  Human Factors in Simulation and Training: An Overview , 2008 .

[27]  W J Horrey,et al.  Dissociation between driving performance and drivers' subjective estimates of performance and workload in dual-task conditions. , 2009, Journal of safety research.

[28]  Antonio D’Ambrosio,et al.  Traffic calming along rural highways crossing small urban communities: driving simulator experiment. , 2010, Accident; analysis and prevention.

[29]  Bryan Reimer,et al.  The validity of driving simulation for assessing differences between in-vehicle informational interfaces: A comparison with field testing , 2010, Ergonomics.

[30]  Dick de Waard,et al.  Monitoring drivers' mental workload in driving simulators using physiological measures. , 2010, Accident; analysis and prevention.

[31]  Nadia W. Mullen,et al.  Physiological responses to simulated and on-road driving. , 2011, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[32]  Herb M Simpson,et al.  On-road and simulated driving: concurrent and discriminant validation. , 2011, Journal of safety research.

[33]  Tyler H. Shaw,et al.  The functional fidelity of individual differences research: the case for context-matching , 2011 .

[34]  Christina M. Rudin-Brown,et al.  Title and sub-title : CAN DRIVING SIMULATION BE USED TO PREDICT CHANGES IN REAL-WORLD CRASH RISK ? , 2011 .

[35]  Sherrilene Classen,et al.  Driving simulator sickness: an evidence-based review of the literature. , 2011, The American journal of occupational therapy : official publication of the American Occupational Therapy Association.

[36]  Gerald Matthews,et al.  Driving in States of Fatigue or Stress , 2011 .

[37]  Gennaro Nicola Bifulco,et al.  Coupling instrumented vehicles and driving simulators: Opportunities from the DRIVE IN2 project , 2012, 2012 15th International IEEE Conference on Intelligent Transportation Systems.

[38]  Catherine Neubauer,et al.  Fatigue and Voluntary Utilization of Automation in Simulated Driving , 2012, Hum. Factors.

[39]  Richard P. Heitz,et al.  The speed-accuracy tradeoff: history, physiology, methodology, and behavior , 2014, Front. Neurosci..

[40]  D. de Waard,et al.  Short-term cardiovascular measures for driver support: Increasing sensitivity for detecting changes in mental workload. , 2014, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[41]  Leo Poom,et al.  Physiological responses related to moderate mental load during car driving in field conditions , 2015, Biological Psychology.

[42]  Alfonso Montella,et al.  Longitudinal control behaviour: Analysis and modelling based on experimental surveys in Italy and the UK. , 2016, Accident; analysis and prevention.

[43]  Hans-Peter Schöner,et al.  The Behavioral Validity of Dual-Task Driving Performance in Fixed and Moving Base Driving Simulators , 2016 .

[44]  Wei Guo,et al.  Extraction Method of Driver’s Mental Component Based on Empirical Mode Decomposition and Approximate Entropy Statistic Characteristic in Vehicle Running State , 2017 .

[45]  Markus Oeser,et al.  A Novel Surrogate Safety Indicator Based on Constant Initial Acceleration and Reaction Time Assumption , 2017 .

[46]  Steven Jones,et al.  Effects of Human-Centered Factors on Crash Injury Severities , 2017 .

[47]  Hannes Devos,et al.  Validation of Driving Simulation to Assess On-Road Performance in Huntington Disease , 2017 .

[48]  N. Teasdale,et al.  Multiple exposition to a driving simulator reduces simulator symptoms for elderly drivers , 2017 .

[49]  I. V. Van Gelder,et al.  Risk Factor Management in Atrial Fibrillation. , 2018, Arrhythmia & electrophysiology review.