Exercise & Training

Crossing in the dark: Investigating the effect of vehicle kinematics and eHMI on older pedestrians' crossing behavior in a virtual reality experiment.

TL;DR

Older pedestrians adopted different crossing strategies than younger pedestrians when interacting with automated vehicles, and eHMI decreased crossing initiation time for both age groups but was interpreted and used differently between age groups, with nighttime conditions making pedestrians feel less safe and behave more cautiously.

Key Findings

Older pedestrians adopted a different crossing strategy than younger pedestrians in non-deceleration trials by initiating crossing earlier to compensate for longer crossing duration.

  • Participants were younger adults (18-35 years old) and older pedestrians (64-77 years old)
  • In non-deceleration trials where older pedestrians decided to cross, they compensated for their longer crossing duration by initiating their crossing earlier than younger pedestrians
  • If older pedestrians waited for more prominent deceleration before crossing, they waited longer than younger pedestrians
  • The study used a cave-based pedestrian lab with virtual reality environments

Nighttime conditions caused pedestrians to feel less safe and behave more cautiously compared to daytime conditions.

  • Pedestrians reported feeling less safe during nighttime crossings
  • Pedestrians were less likely to cross during nighttime conditions
  • Crossing initiation time (CIT) was longer during nighttime when there was no eHMI
  • Both daytime and nighttime virtual environments were tested in the cave-based pedestrian lab

The eHMI (Slow Pulsing Light Band) decreased crossing initiation time for both younger and older pedestrians.

  • The eHMI was a Slow Pulsing Light Band design
  • eHMI decreased CIT for both age groups
  • Despite the overall reduction in CIT, the eHMI was interpreted and used differently between younger and older pedestrians
  • eHMI effects were evaluated across both daytime and nighttime conditions

An eHMI failure trial mainly affected younger pedestrians rather than older pedestrians.

  • A specific eHMI failure trial was included in the experimental design
  • The eHMI failure condition had differential effects by age group, with younger pedestrians being more affected
  • Older pedestrians were less affected by the eHMI failure condition than younger pedestrians
  • This finding suggests age-related differences in reliance on or interpretation of eHMI signals

AV kinematics including deceleration, speed, and time gaps were investigated as factors influencing pedestrian crossing behavior.

  • The study manipulated AV kinematics variables: deceleration, speed, and time gaps
  • Non-deceleration trials were compared to deceleration trials
  • The prominence of deceleration influenced when older pedestrians decided to initiate crossing
  • Kinematics and eHMI effects were evaluated across two age groups and two lighting conditions

Much existing AV-pedestrian interaction research has focused on younger pedestrians in daytime conditions, leaving knowledge gaps for older pedestrians and nighttime scenarios.

  • The authors identified that prior research has focused on younger pedestrians' crossing behavior and experience
  • Research has predominantly examined daytime conditions with optimum visibility
  • AVs will interact with pedestrians of all ages and at all times, necessitating broader research
  • This study addressed these gaps by including both younger (18-35 years) and older (64-77 years) participants and both daytime and nighttime conditions

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Citation

Lee Y, Madigan R, Wang Y, Garcia J, Qin H, Srinivasan A, et al.. (2026). Crossing in the dark: Investigating the effect of vehicle kinematics and eHMI on older pedestrians' crossing behavior in a virtual reality experiment.. Journal of safety research. https://doi.org/10.1016/j.jsr.2026.01.012