Do driver's characteristics, system performance, perceived safety, and trust influence how drivers use partial automation? A structural equation modelling analysis

被引:6
作者
Nordhoff, Sina [1 ]
Stapel, Jork [2 ]
He, Xiaolin [2 ]
Gentner, Alexandre [3 ]
Happee, Riender [2 ]
机构
[1] Delft Univ Technol, Dept Transport & Planning, Delft, Netherlands
[2] Delft Univ Technol, Dept Cognit Robot, Delft, Netherlands
[3] Toyota Motor Europe NV SA, Brussels, Belgium
来源
FRONTIERS IN PSYCHOLOGY | 2023年 / 14卷
关键词
partial automation; system performance; driver-initiated disengagements; perceived safety; trust; personality; DISTRACTED DRIVING BEHAVIORS; AUTONOMOUS VEHICLES; UNIFIED THEORY; INITIAL TRUST; ACCEPTANCE; PERSONALITY; TECHNOLOGY; QUESTIONNAIRE; PERCEPTIONS; PREDICTORS;
D O I
10.3389/fpsyg.2023.1125031
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
The present study surveyed actual extensive users of SAE Level 2 partially automated cars to investigate how driver's characteristics (i.e., socio-demographics, driving experience, personality), system performance, perceived safety, and trust in partial automation influence use of partial automation. 81% of respondents stated that they use their automated car with speed (ACC) and steering assist (LKA) at least 1-2 times a week, and 84 and 92% activate LKA and ACC at least occasionally. Respondents positively rated the performance of Adaptive Cruise Control (ACC) and Lane Keeping Assistance (LKA). ACC was rated higher than LKA and detection of lead vehicles and lane markings was rated higher than smooth control for ACC and LKA, respectively. Respondents reported to primarily disengage (i.e., turn off) partial automation due to a lack of trust in the system and when driving is fun. They rarely disengaged the system when they noticed they become bored or sleepy. Structural equation modelling revealed that trust had a positive effect on driver's propensity for secondary task engagement during partially automated driving, while the effect of perceived safety was not significant. Regarding driver's characteristics, we did not find a significant effect of age on perceived safety and trust in partial automation. Neuroticism negatively correlated with perceived safety and trust, while extraversion did not impact perceived safety and trust. The remaining three personality dimensions 'openness', 'conscientiousness', and 'agreeableness' did not form valid and reliable scales in the confirmatory factor analysis, and could thus not be subjected to the structural equation modelling analysis. Future research should re-assess the suitability of the short 10-item scale as measure of the Big-Five personality traits, and investigate the impact on perceived safety, trust, use and use of automation.
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页数:17
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共 83 条
  • [1] Bandura A., 1994, ENCY HUMAN BEHAV, V4, P71, DOI DOI 10.1002/9780470479216.CORPSY0836
  • [2] Is partially automated driving a bad idea? Observations from an on-road study
    Banks, Victoria A.
    Eriksson, Alexander
    O'Donoghue, Jim
    Stanton, Neville A.
    [J]. APPLIED ERGONOMICS, 2018, 68 : 138 - 145
  • [3] Bauchwitz B., 2020, Evaluating the reliability of Tesla model 3 driver assist functions
  • [4] Beggiato M., 2020, Smart Automotive Mobility, P71
  • [5] Behavioural intention to use fully autonomous vehicles: Instrumental, symbolic, and affective motives
    Benleulmi, Ahmed Ziad
    Ramdani, Boumediene
    [J]. TRANSPORTATION RESEARCH PART F-TRAFFIC PSYCHOLOGY AND BEHAVIOUR, 2022, 86 : 226 - 237
  • [6] Best R., 2021, TRBAM2101919
  • [7] Patterns of distracted driving behaviors among young adult drivers: Exploring relationships with personality variables
    Braitman, Keli A.
    Braitman, Abby L.
    [J]. TRANSPORTATION RESEARCH PART F-TRAFFIC PSYCHOLOGY AND BEHAVIOUR, 2017, 46 : 169 - 176
  • [8] The development and validation of the perceived safety of intelligent connected vehicles scale
    Cao, Jianqin
    Lin, Li
    Zhang, Jingyu
    Zhang, Liang
    Wang, Ya
    Wang, Jifang
    [J]. ACCIDENT ANALYSIS AND PREVENTION, 2021, 154
  • [9] What Do We Tell the Drivers? Toward Minimum Driver Training Standards for Partially Automated Cars
    Casner, Stephen M.
    Hutchins, Edwin L.
    [J]. JOURNAL OF COGNITIVE ENGINEERING AND DECISION MAKING, 2019, 13 (02) : 55 - 66
  • [10] The Challenges of Partially Automated Driving
    Casner, Stephen M.
    Hutchins, Edwin L.
    Norman, Don
    [J]. COMMUNICATIONS OF THE ACM, 2016, 59 (05) : 70 - 77