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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Xiao-Hua Zhao

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Open access Sep 2026

Assessing the impact of AR-HUD warning systems on cyclists' crash risk in connected environments: incorporating crash probability and severity.

In connected environments, Head-Up Display (HUD) and Augmented Reality Head-Up Display (AR-HUD) alert drivers within their line of sight, yet their effects on crash risk in cyclist occupying lane scenarios remain unclear. This study aims to quantify the impact of different warning systems on the "probability-severity"...

Yu Zhang, Jian-Ling Huang, Xiao-Hua Zhao et al. · 0 citations

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