Can you hear the collision risk? A VR study on beamforming warnings for cyclists at urban intersections

Authors

DOI:

https://doi.org/10.55329/vtcg9685

Keywords:

beamforming, human factors in traffic, noise pollution, Virtual Reality (VR), Western Europe

Abstract

Right turns at urban intersections pose a significant risk to cyclists, but existing infrastructure-based warning systems often suffer from high false alarm rates and a lack of specificity. Following a PICO-based research design, this study addresses the research question of whether targeted acoustic warnings using beamforming technology can effectively warn cyclists (target) while simultaneously minimizing the disturbance for pedestrians and residents (non-targets). Using a fully immersive VR environment with spatial audio simulations and realistic traffic noise sounds, the study examined how cyclists, pedestrians, and residents perceive and accept these targeted signals. The experiment compared different warning sounds at varying distances from the intersection to determine their perceptibility and effectiveness. The results show that while all acoustic warnings were reliably perceived as relevant, verbal warnings proved to be the most effective, as speech is immediately understood regardless of the cyclist's distance from the intersection. In terms of environmental impact, the study found that beamforming can significantly minimize disturbance to pedestrians and residents, with narrow-beam signals perceived as the least disturbing. This work contributes to this field of research by demonstrating that spatially controlled acoustic systems offer a more specific and socially acceptable solution for protecting vulnerable cyclists than conventional omnidirectional or purely visual methods. By combining technical precision with intuitive communication, this approach effectively counteracts the “cry wolf” effect and improves overall road safety.

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Author Biographies

Rodney Leitner, HFC Human-Factors-Consult GmbH, Germany

Rodney Leitner holds a PhD (Dr.-Ing.) in Aerospace Engineering from Technische Universität Berlin and has been the Managing Director of HFC Human-Factors-Consult GmbH since 2018. His work focuses on the user-centered design and evaluation of human-machine interfaces in safety-critical domains, including aviation, robotics, and traffic safety. In addition to his professional leadership, he is an active lecturer at several universities. Over the years, he has directed numerous research projects funded by national and European programs, specializing in high-fidelity simulation and empirical user research.

CRediT contribution: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing – original draft, Writing – review & editing.

Christoph Ende, Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, Germany

Christoph Ende is a research associate in the Capture & Display Systems Group at the Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, where he has been working since 2020. He received his Master’s degree in Electrical Engineering from TU Berlin and specializes in signal processing, audio technology, and virtual acoustics, with a particular focus on sound source modelling and auralization.

CRediT contribution: Formal analysis, Investigation, Methodology, Supervision, Writing – review & editing.

Timo Jahns, Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, Germany

Timo Jahns is a research assistant at the Fraunhofer Heinrich-Hertz-Institut. He is currently pursuing a Master’s degree in Audiocommunication at Technische Universität Berlin, with a focus on technical acoustics and numerical simulation methods. His research interests and field of work include microphone array processing and hardware development.

CRediT contribution: Data curation, Formal analysis, Investigation, Visualization.

Michaela Rehm, German Aerospace Center (DLR), Germany

Michaela Rehm studied media informatics as well as media and game design. She currently works for the German Aerospace Centre (DLR) and is involved in the generation and simulation of georeferenced, virtual environments for human-centred research in the context of cooperative road vehicles and systems with focus on validation and verification.

CRediT contribution: Conceptualization, Writing – review & editing.

Marek Junghans, German Aerospace Center (DLR), Germany

Marek Junghans is a research associate at German Aerospace Center (DLR), Institute of Transportation Systems. He received his Doctorate (Dr.-Ing.) from Dresden University of Technology in Intelligent Transportation Systems. His research interests cover stochastic signal processing and traffic safety with strong focus on cycling safety, measuring and understanding traffic behaviour to improve safety.

CRediT contribution: Funding acquisition, Supervision, Writing – review & editing.

Christian Weissig, Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, Germany

Christian Weissig is head of Capture & Display Systems Group at the Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute (HHI). He received his Dipl.-Ing. degree in Information Technology in Mechanical Engineering from the Technical University of Berlin. He joined HHI in 1995, where his R&D activities encompass the full spectrum of immersive media technologies and their application across a broad range of domains.

CRediT contribution: Conceptualization, Funding acquisition.

Thomas Jürgensohn, HFC Human-Factors-Consult GmbH, Germany

Thomas Jürgensohn is the founder of HFC Human-Factors-Consult GmbH and has served as a Professor at Technische Universität Berlin since 2009. He has been involved in research regarding automotive engineering and human factors since the mid-1980s. Following his doctorate and habilitation at TU Berlin, as well as a research stay at the M.I.T. AgeLab, he established HFC in 2002. His work focuses on human-machine systems in transport and has authored over 90 publications in the field of human factors.

CRediT contribution: Conceptualization, Funding acquisition, Supervision.

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Published

2026-07-17

How to Cite

Leitner, R., Ende, C., Jahns, T., Rehm, M., Junghans, M., Weissig, C., & Jürgensohn, T. (2026). Can you hear the collision risk? A VR study on beamforming warnings for cyclists at urban intersections. Traffic Safety Research, 10, e000144. https://doi.org/10.55329/vtcg9685