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A hybrid approach of random forest and random parameters logit model of injury severity modeling of vulnerable road users involved crashes
Z Sun, D Wang, X Gu, M Abdel-Aty, Y **ng… - Accident Analysis & …, 2023 - Elsevier
Vulnerable road users (VRUs) involved crashes are a major road safety concern due to the
high likelihood of fatal and severe injury. The use of data-driven methods and heterogeneity …
high likelihood of fatal and severe injury. The use of data-driven methods and heterogeneity …
Predicting pedestrian-involved crash severity using inception-v3 deep learning model
This research leverages a novel deep learning model, Inception-v3, to predict pedestrian
crash severity using data collected over five years (2016–2021) from Louisiana. The final …
crash severity using data collected over five years (2016–2021) from Louisiana. The final …
From sky to road: incorporating the satellite imagery into analysis of freight truck-related crash factors
Freight truck-related crashes in urban contexts have caused significant economic losses and
casualties, making it increasingly essential to understand the spatial patterns of such …
casualties, making it increasingly essential to understand the spatial patterns of such …
[HTML][HTML] Investigating pedestrian crash patterns at high-speed intersection and road segments: Findings from the unsupervised learning algorithm
Pedestrian crashes at high-speed locations are a persistent road safety concern. Driving at
high speeds means that the driver has less time to react and make evasive maneuvers to …
high speeds means that the driver has less time to react and make evasive maneuvers to …
Interactive effects analysis of road, traffic, and weather characteristics on shared e-bike speeding risk: A data-driven approach
X Zhang, X Zhao, Y Bian, J Huang, L Yin - Accident Analysis & Prevention, 2024 - Elsevier
As electric bikes (e-bikes) rapidly develop in China, their traffic safety issues are becoming
increasingly prominent. Accurately detecting risky riding behaviors and conducting …
increasingly prominent. Accurately detecting risky riding behaviors and conducting …
Evaluating the effectiveness of contact-analog and bounding box prototypes in augmented reality head-up display warning for Chinese novice drivers under various …
W Chen, L Niu, S Liu, S Ma, H Li… - International Journal of …, 2024 - Taylor & Francis
Abstract Augmented Reality Head-Up Display (AR-HUD) is a promising solution to the
current warning system distraction problem. However, how to effectively convey warnings …
current warning system distraction problem. However, how to effectively convey warnings …
Beyond 1D and oversimplified kinematics: A generic analytical framework for surrogate safety measures
This paper presents a generic analytical framework tailored for surrogate safety measures
(SSMs) that is versatile across various highway geometries, capable of encompassing …
(SSMs) that is versatile across various highway geometries, capable of encompassing …
Quantifying the heterogeneity impact of risk factors on regional bicycle crash frequency: A hybrid approach of clustering and random parameter model
The existence of internal and external heterogeneity has been established by numerous
studies across various fields, including transportation and safety analysis. The findings from …
studies across various fields, including transportation and safety analysis. The findings from …
Real-time risk estimation for active road safety: Leveraging Waymo AV sensor data with hierarchical Bayesian extreme value models
Near-miss traffic risk estimation using Extreme Value Theory (EVT) models within a real-time
framework offers a promising alternative to traditional historical crash-based methods …
framework offers a promising alternative to traditional historical crash-based methods …
Equity in non-motorist safety: Exploring two pathways in Houston
Equity is of significant concern in roadway safety research, but existing research often
overlooks confounding factors from roadway environment and traffic exposure. In this …
overlooks confounding factors from roadway environment and traffic exposure. In this …