A traffic dynamic operation risk assessment method using driving behaviors and traffic flow Data: An empirical analysis

H Yang, X Zhao, S Luan, S Chai - Expert Systems with Applications, 2024 - Elsevier
Presently, traffic safety analysis is mainly based on accident-based indicators, but they are
incidental and small probability events, making safety analysis based on accident-related …

Driving Safety Risk Analysis and Assessment in a Mixed Driving Environment of Connected and Non-Connected Vehicles: A Systematic Survey

Z Cheng, J Zhu, Z Feng, M Yang… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
With the continuous development of intelligent networks and autonomous driving
technologies, heterogeneous traffic flow represented by conventional vehicles (CV) …

A Superposition Assessment Framework of Multi-Source Traffic Risks for Mega-Events Using Risk Field Model and Time-Series Generative Adversarial Networks

Z Cheng, J Lu, H Ding, Y Li, H Bai… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In this study, a novel traffic risk assessment framework of mega-events that integrate risk
field and deep learning is proposed. Considering the inherent difference of different traffic …

A coordinated control framework of freeway continuous merging areas considering traffic risks and energy consumption

W Zhang, F Zhang, Z Feng, H Zhou, L Yue… - Accident Analysis & …, 2025 - Elsevier
Freeway continuous merging areas in a short distance exist continuous multiple ramps. In
these areas, traffic flow and vehicle interactions are more complex, and traffic crashes and …

[HTML][HTML] Examining causal factors of Traffic Instability using Traffic Flow and Driving Behavior Data

H Yang, X Zhao, S Luan, Y Yao, H Qi - International Journal of …, 2025 - Elsevier
Develo** proactive prevention measures before accidents is a powerful means of kerbing
traffic accidents. Many studies have confirmed that the state of the traffic would fluctuate …

[HTML][HTML] Traffic Congestion and Safety: Mixed Effects on Total and Fatal Crashes

DC Phan, LT Truong - Sustainability, 2024 - mdpi.com
This paper examines the effects of traffic congestion on total crashes, fatal or serious injury
(FSI) crashes, and fatal-only crashes in peak periods using a zone-level safety analysis in …

A Traffic Conflict Identification Model Considering Heterogeneity of Traffic Participants

T Zhang, Y Zhang, S Peng - International Conference on Traffic and …, 2024 - Springer
Various safety surrogate indicators have been used to identify conflicts within intersections,
however most of them are limited to assess the conflict risk without the consideration of …

Considering Heterogeneity of Traffic

T Zhang, Y Zhang, S Peng - The Proceedings of the 11th …, 2024 - books.google.com
Various safety surrogate indicators have been used to identify conflicts within intersections,
however most of them are limited to assess the conflict risk without the consideration of …