LSTM Transformer Real-Time Crash Risk Evaluation Using Traffic Flow and Risky Driving Behavior Data

L Han, M Abdel-Aty, R Yu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Crash risk evaluation studies mainly established the relationship between the macro traffic
status and crashes. However, the impact of risky driving behavior, a significant factor in …

[HTML][HTML] Can historical accident data improve sustainable urban traffic safety? A predictive modeling study

J Wang, C Zhao, Z Liu - Sustainability, 2024 - mdpi.com
Traffic safety is a critical factor for the sustainable development of urban transportation
systems. This study investigates the impact of historical accident information on the …

Analyzing speed-difference impact on freeway joint injury severities of Leading-Following vehicles using statistical and data-driven models

C Wang, M Abdel-Aty, L Han, SM Easa - Accident Analysis & Prevention, 2024 - Elsevier
Rear-end (RE) crashes are notably prevalent and pose a substantial risk on freeways. This
paper explores the correlation between speed difference among the following and leading …

RiskFormer: exploring the temporal associations between multi-type aberrant driving events and crash occurrence

R Yu, Y He, H Li, S Li, B Jian - Accident Analysis & Prevention, 2024 - Elsevier
With the development of driving behavior monitoring technologies, commercial
transportation enterprises have leveraged aberrant driving event detection results for …

A traffic order evaluation method integrating aggressive driving behavior and traffic flow data based on tensor factorization

H Qi, X Zhao, Y Yao, H Yang, L Huang… - … A: Transport Science, 2025 - Taylor & Francis
Here'sa revised version of abstract, under 150 words: This study introduces the Traffic
Disorder Index (TDI), a new metric for assessing traffic operational risk by combining …

Dynamic inferences of crash risks in freeway merging zones: a spatio-temporal deep learning model

T Wang, YE Ge, Y Wang, W Chen… - … B: Transport Dynamics, 2024 - Taylor & Francis
Freeway merging zones are critical for freeway operations and management due to potential
crashes arising from complex vehicle merging behaviours. This paper investigates the …