Publications

Under Review

Ruohan Li, Chenfeng Xiong*, Arash Tavakoli, C. Nataraja. Map Matching of Location Data Trajectories: A Heterogeneous and Bayesian-Optimized Hidden Markov Approach . Conference in Emerging Technologies in Transportation Systems (TRC-30). 2024. [Accepted on 12 Jun.]
Ruohan Li, Hualan Wang*, Qiyang Zhang, Ting Nie. A Novel Highway Traffic Capacity Analyzing Method under Road Region Atmospheric Environment Constrains Based on Computational Fluid Dynamics Model. The Transportation Research Board (TRB) 103nd Annual Meeting. 2023. [Accepted on 02 Oct.]
Yongqi Dong#, Xingmin Lu#, Ruohan Li, Wei Song*, Bart van Arem, Haneen Farah. Intelligent Anomaly Detection for Lane Rendering Using Transformer with Self-Supervised Pre-Training and Customized Fine-Tuning. The Transportation Research Board (TRB) 103nd Annual Meeting. 2023. [Accepted on 27 Sep.]

Ruohan Li#, Yongqi Dong*#. Robust Lane Detection through Self Pre-training with Masked Sequential Autoencoders and Fine-tuning with Customized PolyLoss. IEEE Transactions on Intelligent Transportation Systems.2023. [Early Access on 22 Aug. 2023]. doi: 10.1109/TITS.2023.3305015..
Hualan Wang, Ruohan Li*, Mingxuan Li, Mingyu Yuan. Research on Coordination Relationship between Development of Rural Roads and Industrial Structure of Agriculture. Comprehensive Transport(Chinese). 1-9. 2023. Accepted.
Yajun Guo, Hualan Wang*, Mingxuan Li, Ruohan Li. Analysis on Characteristics of Air Pollution in Highway Areas. Environmental Engineering(Chinese).1-8.2023. Accepted.
Qiyang Zhang, Hualan Wang*, Ting Nie, Ruohan Li. Analysis of the Impact of Road Traffic Emissions on the Surrounding Environment–Taking Xuefu Road in Anning District, Lanzhou City as an Example. Journal of Environmental Engineering Technology(Chinese).1-10.2024. Published.

Yongqi Dong#, Ruohan Li#, Haneen Farah*. Robust Lane Detection through Self Pre-training with Masked Sequential Autoencoders and Fine-tuning with Customized PolyLoss. The Transportation Research Board (TRB) 102nd Annual Meeting. TRB 2023 poster.
Xinmin Lu#, Yongqi Dong*#, Ruohan Li, Wei Song. Intelligent Anomaly Detection for Lane Rendering Using Transformer with Self-Supervised Pre-Training and Customized Fine-Tuning. The 23rd COTA International Conference of Transportation Professionals (CICTP2023). [Accepted on 9 Dec. 2022]
Ruohan Li, Hualan Wang*, Yajun Guo, Mingxuan Li. The Highway Region Boundary Based on Multi-Environmental Factors[M]//CICTP 2023. 135-145. Published
Hualan Wang, Yajun Guo, Ruohan Li, Mingxuan Li. Analysis of Noise Pollution Characteristics of Highway Road Area[M]//CICTP 2023. 190-200. Published
Hualan Wang, Mingxuan Li, Ruohan Li, Yajun Guo. Analysis and Prediction of Pollutant Emissions Characteristics of Highway Road Areas in Key Ecological Function Zones[M]//CICTP 2023. 201-212. Published

Lane Line Detection Software Based on Image Sequence Mask Pre-Training (2024). Computer Software Copyright Registration in China. [submitted and under review].
Automated lane detection through self supervised pre-training with masked sequential auto-encoders, fine-tuning with customized PolyLoss, and post-processing with clustering and curve fitting (IDF OCT-22-060, N2033551, submitted and filed)