Publications

Under Review

• Ruohan Li, Hualan Wang*. A Novel Highway Traffic Capacity Analysis Method under Road Region Atmospheric Environment Constraints Based on a Computational Fluid Dynamics Model . Atmospheric Pollution Research. 2024. [Submitted to Journal]
• Ruohan Li, Arash Tavakoli, C. Nataraja, Chenfeng Xiong*. Sup-HMM Map Matching of Location Data Trajectories: A Heterogeneous and Bayesian-Optimized Hidden Markov Approach . The Transportation Research Board (TRB) 104nd Annual Meeting. 2024. [Under Review]

Journal Publications

• 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. [Published]. 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. Published.
• Yajun Guo, Hualan Wang*, Mingxuan Li, Ruohan Li. Analysis on Characteristics of Air Pollution in Highway Areas. Environmental Engineering(Chinese).1-8.2023. Published.
• 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.

Conference

• 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. Presentation]
• 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. 2023]
• 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. 2023]
• 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

Patent

• Vision-Based Lane Detection System With Self-supervised Pre-training Through Masked Sequential Auto-encoders (VLD_SP-MSAE) (Computer Software Copyright Registration in China, 2024SR1350911, granted on 9/11/2024).
• Automated lane detection (IDF OCT-22-060, granted on May 25, 2024, Patent number 2033551)