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Author

Shan-Feng Lu

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Open access Aug 2026

Proactive Traffic Operational Risk Assessment Using Variational Autoencoders

Traditional traffic safety analysis has long suffered from a reliance on retroactive, sparse crash logs, which mathematically struggle to capture the highly stochastic and non-linear dynamics of real-time traffic streams, rendering proactive safety prevention difficult. To bridge this gap, this study introduces an inno...

Wei Huang, Sen Luan, Zhongbin Luo et al. · 0 citations
Open access Sep 2026

An integrated framework for traffic monitoring using intelligent radar sensing technology

The results demonstrate that the proposed integrated radar-based framework provides reliable lane-level traffic monitoring and safety risk identification under complex highway conditions.

Yan-Qun Yang, Xiao-Ning Deng, Shan-Feng Lu et al. · 0 citations

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