Investigating Hazard Notifications for Cyclists in Mixed Reality: A Comparative Analysis with a Test Track Study
Authors
One way to improve road safety for cyclists is the development of hazard notification systems. Instead of in field experiments, such systems could be tested in safe and more controlled simulated environments; however, their validity needs verification. We evaluated the validity of mixed reality (MR) simulation for bicycle support systems notifying of dooring hazards. In a mixed-design study (N=43) with environment type(MR/test track) as within and hazard notifications (with/without) as between factor, comparing subjective and objective measures across environments. In conclusion, MR simulation is absolutely valid for user experience and perceived safety and relatively valid for workload, standard deviation of lateral position, and speed. However, MR simulation was not valid for lateral distance, as participants cycled more in the center of the street than on the test track, perhaps to avoid simulator sickness. Thus, we conclude that MR simulation is valuable for studying bicycle safety.
Research Questions / Practical Problems
Question signals indexed for this paper.
- 100%
evARything, evARywhere, all at once: Exploring Scalable Holistic Autonomous Vehicle-Cyclist Interfaces
CHI '25· External HMI (eHMI) — Communication with Pedestrians & Cyclists +1
- 75%
Light it Up: Evaluating Versatile Autonomous Vehicle-Cyclist External Human-Machine Interfaces
CHI '24· External HMI (eHMI) — Communication with Pedestrians & Cyclists
- 67%
Pedestrian Planet: What YouTube Driving from 233 Countries and Territories Teaches Us About the World
AutoUI '25· External HMI (eHMI) — Communication with Pedestrians & Cyclists +2
- 60%
BikeAR: Understanding Cyclists' Crossing Decision-Making at Uncontrolled Intersections using Augmented Reality
CHI '22· External HMI (eHMI) — Communication with Pedestrians & Cyclists +1
- 60%
eHMI for All - Investigating the Effect of External Communication of Automated Vehicles on Pedestrians, Manual Drivers, and Cyclists
CHI '26· External HMI (eHMI) — Communication with Pedestrians & Cyclists
- 60%
On-Road and Online Studies to Investigate Beliefs and Behaviors of Netherlands, US and Mexico Pedestrians Encountering Hidden-Driver Vehicles
HRI '20· External HMI (eHMI) — Communication with Pedestrians & Cyclists +2
- 60%
"Nuisance is Better Than Nothing?": Exploring How Pedestrians and Cyclists Perceive Automated E-Scooter Alerts in Shared Spaces
MobileHCI '25· External HMI (eHMI) — Communication with Pedestrians & Cyclists +1
- 60%
Where to Look: Exploring Peripheral Cues for Shifting Attention to Spatially Distributed Out-of-View Objects
AutoUI '18· External HMI (eHMI) — Communication with Pedestrians & Cyclists +1
- 60%
Scoping Out the Scalability Issues of Autonomous Vehicle-Pedestrian Interaction
AutoUI '23· External HMI (eHMI) — Communication with Pedestrians & Cyclists +1
Based on Jaccard similarity of research subtopics & professions (≥60%)