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A Driving Simulator Study Exploring the Effect of Different Mental Models on ADAS System Effectiveness

Published: 07 September 2020 Publication History
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  • Abstract

    This work investigated the effect of mental models on the effectiveness of an advanced driver assistance system (ADAS). The system tested was a lateral control ADAS, which informed the drivers whether the vehicle was correctly positioned inside the lane or not, with the use of two visual and one auditory stimuli. Three driving simulator experiments were performed, involving three separate groups of subjects, who received different initial exposures to the technology. In Experiment 0 subjects were not exposed to ADAS in order to be able to indicate that no effect of learning affected the results. In Experiment A subjects were not instructed on the ADAS functionalities and they had to learn on their own; in Experiment B they were directly instructed on the functionalities by reading an information booklet. In all experiments drivers performed multiple driving sessions. The mean absolute lateral position (LP) and standard deviation of lateral position (SDLP) for each driver were considered as main dependent variables to measure the effectiveness of the ADAS. Findings from this work showed that the initial mental model had an impact on ADAS effectiveness, since it produced significantly different results in terms of ADAS effectiveness, with those reading the information booklet being able to improve more and faster their lateral control.

    References

    [1]
    Sullivan, J.M., Flannagan, M.J., Pradhan, A.K., Bao, S.: Literature Review of Behavioral Adaptations to Advanced Driver Assistance Systems (2016)
    [2]
    Norman, D.A.: Some observations on mental models. In: Mental Models (1983)
    [3]
    Beggiato, M., Krems, J.F.: The evolution of mental model, trust and acceptance of adaptive cruise control in relation to initial information. Transp. Res. Part F Traffic Psychol. Behav. (2013).
    [4]
    Beggiato, M., Pereira, M., Petzoldt, T., Krems, J.: Learning and development of trust, acceptance and the mental model of ACC. A longitudinal on-road study. Transp. Res. Part F Traffic Psychol. Behav. (2015).
    [5]
    McDonald, A., Reyes, M., Roe, C., McGehee, D.: Driver understanding of ADAS and evolving consumer education. In: 25th International Technical Conference on the Enhanced Safety of Vehicles (2017)
    [6]
    McDonald, A., Reyes, M., Roe, C., McGehee, D.: Impacts on driver perceptions in initial exposure to ADAS technologies. In: 98th Transportation Research Board Meeting, Washington, DC (2019)
    [7]
    Victor, T.W., Tivesten, E., Gustavsson, P., Johansson, J., Sangberg, F., Ljung Aust, M.: Automation expectation mismatch: incorrect prediction despite eyes on threat and hands on wheel. Hum. Factors (2018).
    [8]
    Rossi R, Gastaldi M, and Meneguzzer C Headway distribution effect on gap-acceptance behavior at roundabouts: driving simulator experiments in a case study Adv. Transp. Stud. 2018 46 97-110
    [9]
    Rossi R, Meneguzzer C, Orsini F, and Gastaldi M Gap-acceptance behavior at roundabouts: validation of a driving simulator environment using field observations Transp. Res. Procedia. 2020 47 27-34
    [10]
    Rossi, R., Gecchele, G., Gastaldi, M., Biondi, F., Mulatti, C.: An advanced driver assistance system for improving driver ability. Design and test in virtual environment. In: 5th IEEE International Conference Model. Technologies Intelligent Transportation System MT-ITS 2017 - Proceeding (2017).
    [11]
    Biondi, F.N., Rossi, R., Gastaldi, M., Orsini, F., Mulatti, C.: Precision teaching to improve drivers’ lane maintenance. J. Safety Res. (2020).
    [12]
    Zhou J, Peng H, and Gordon TJ Characterization of the lateral control performance by human drivers on highways SAE Int. J. Passeng. Cars-Mech. Syst. 2009 1 450-458
    [13]
    Babaee S, Shen Y, Hermans E, Wets G, Brijs T, and Ariën C Combining driving performance information in an index score Transp. Res. Rec. J. Transp. Res. Board. 2014 2434 44-51
    [14]
    Kennedy RS, Lane NE, Berbaum KS, and Lilienthal MG Simulator sickness questionnaire: an enhanced method for quantifying simulator sickness (questions only) Int. J. Aviat. Psychol. 1993 3 203-220
    [15]
    van der Sluiszen, N.N.J.J.M., et al.: On-the-road driving performance after use of the antihistamines mequitazine and l-mequitazine, alone and with alcohol. Psychopharmacology (Berl) (2016).
    [16]
    Hartman, R.L., et al.: Cannabis effects on driving longitudinal control with and without alcohol. J. Appl. Toxicol. (2016).

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          cover image Guide Proceedings
          Augmented Reality, Virtual Reality, and Computer Graphics: 7th International Conference, AVR 2020, Lecce, Italy, September 7–10, 2020, Proceedings, Part I
          Sep 2020
          488 pages
          ISBN:978-3-030-58464-1
          DOI:10.1007/978-3-030-58465-8

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          Springer-Verlag

          Berlin, Heidelberg

          Publication History

          Published: 07 September 2020

          Author Tags

          1. ADAS
          2. Mental models
          3. Lateral control
          4. Driving simulator

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