一种动车组车载转向架防冰涂层
高广军, 汪馗, 赵世越, 宋子健, 周永灿, 曾捷, 张丹瑜. 一种动车组车载转向架防冰涂层[P]. 湖南省: CN111234587A, 2020-06-05.
CV
Education
- B.S. in Traffic and Transportation, Central south University (2017.09-2021.06)
- Visiting Student in Business School, The Chinese University of Hong Kong (2019.07)
- M.S. in Traffic and Transportation Engineering, Central South University (2021.09-2024.06)
- PG Visiting Student at the Department of Civil and Environmental Engineering, The Hong Kong University of Science and Technology (2023.08-2023.12)
- PhD Student in Civil Engineering, The Hong Kong University of Science and Technology (2024.09-)
Skills
- Traffic flow prediction
- Complex networks
- Spatiotemporal data mining
Publications
一种动车组车载转向架防冰装置
高广军, 汪馗, 赵世越, 宋子健, 周永灿, 曾捷, 张丹瑜. 一种动车组车载转向架防冰装置[P]. 湖南省: CN211999542U, 2020-11-24.
Traffic flow prediction on urban road network based on License Plate Recognition data: combining attention-LSTM with Genetic Algorithm
Tang, J., Zeng, J., Wang, Y., Yuan, H., Liu, F., & Huang, H. (2021). Traffic flow prediction on urban road network based on License Plate Recognition data: combining attention-LSTM with Genetic Algorithm. Transportmetrica A: Transport Science, 17(4), 1217-1243.
Spatiotemporal gated graph attention network for urban traffic flow prediction based on license plate recognition data
Tang, J., & Zeng, J. (2022). Spatiotemporal gated graph attention network for urban traffic flow prediction based on license plate recognition data. Computer‐Aided Civil and Infrastructure Engineering, 37(1), 3-23.
基于递阶优化的城市区域路网交通控制
吉柯, 唐进君, 曾捷 & 刘鑫源. (2023). 基于递阶优化的城市区域路网交通控制. 铁道科学与工程学报 (01), 63-73. doi:10.19713/j.cnki.43-1423/u.t20220242.
Uncovering the spatiotemporal patterns of traffic congestion from large-scale trajectory data: A complex network approach
Zeng, J., Xiong, Y., Liu, F., Ye, J., & Tang, J. (2022). Uncovering the spatiotemporal patterns of traffic congestion from large-scale trajectory data: A complex network approach. Physica A: Statistical Mechanics and its Applications, 604, 127871.
Combining knowledge graph into metro passenger flow prediction: a split-attention relational graph convolutional network
Zeng, J., Tang, J., 2022. Combining knowledge graph into metro passenger flow prediction: a split-attention relational graph convolutional network. Expert Syst. Appl. 118790. doi:10.1016/j.eswa.2022.118790.
数据驱动的城市路网短时交通流预测
唐进君, 曾捷 & 段一鑫. (2022). 数据驱动的城市路网短时交通流预测. 武汉理工大学学报(交通科学与工程版) (05), 782-791+796.
Modeling Dynamic Traffic Flow as Visibility Graphs: A Network-Scale Prediction Framework for Lane-Level Traffic Flow Based on LPR Data
Zeng, J., & Tang, J. (2022). Modeling Dynamic Traffic Flow as Visibility Graphs: A Network-Scale Prediction Framework for Lane-Level Traffic Flow Based on LPR Data. IEEE Transactions on Intelligent Transportation Systems, 1–16.
A Kriging-based optimization method for meeting point locations to enhance flex-route transit services
Li, M., Tang, J., Zeng, J., & Huang, H. (2023). A Kriging-based optimization method for meeting point locations to enhance flex-route transit services. Transportmetrica B: Transport Dynamics, 11 (1), 1281-1310.
融合路径选择行为的路网交通控制方法、装置及存储介质
唐进君,吉柯,曾捷. 融合路径选择行为的路网交通控制方法、装置及存储介质[P]. 湖南省: CN116189426A, 2023-05-30.
考虑内在关联性的城市路网交通运行效率评价
陈浩, 刘飞扬, 唐进君, 曾捷 & 潘晓艺. (2023). 考虑内在关联性的城市路网交通运行效率评价. 测绘科学 (07), 227-234. doi:10.16251/j.cnki.1009-2307.2023.07.026.
一种地铁客流预测方法、装置及计算机存储介质
唐进君,曾捷. 一种地铁客流预测方法、装置及计算机存储介质[P]. 湖南省: CN113239198B, 2023-10-31.
Road network traffic flow prediction: A personalized federated learning method based on client reputation
Dai, G., Tang, J., Zeng, J., Hu, C., & Zhao, C. (2024). Road network traffic flow prediction: A personalized federated learning method based on client reputation. Computers and Electrical Engineering, 120, 109678.
Simulation optimization of highway hard shoulder running based on multi-agent deep deterministic policy gradient algorithm
Hu, L., Tang, J., Zou, G., Li, Z., Zeng, J., & Li, M. (2025). Simulation optimization of highway hard shoulder running based on multi-agent deep deterministic policy gradient algorithm. Alexandria Engineering Journal, 117(November 2024), 99–115. https://doi.org/10.1016/j.aej.2024.12.110.
Inquiring the Next Location and Travel Time: A Deep Learning Based Temporal Point Process for Vehicle Trajectory Prediction
Zeng, J., Xiao, C., Tang, J. & Hu, C. (2025).Inquiring the Next Location and Travel Time: A Deep Learning Based Temporal Point Process for Vehicle Trajectory Prediction. IEEE Internet of Things.
Short-Term Passenger Flow Prediction Based on Federated Learning on the Urban Metro System
Dai, G., Tang, J., Zeng, J., & Jiang, Y. (2025). Short‐Term Passenger Flow Prediction Based on Federated Learning on the Urban Metro System. Journal of Advanced Transportation, 2025(1), 8834513.
Optimization of hard shoulder running on highways using multi-agent reinforcement learning considering emergency vehicles
Hu, L., Tang, J., Wang, Z., Li, Z., Li, M., & Zeng, J. (2025). Optimization of hard shoulder running on highways using multi-agent reinforcement learning considering emergency vehicles. Journal of Intelligent Transportation Systems, 1-22.
Dynamic partitioning of heterogeneously loaded road networks: A two-level regionalization scheme with Monte Carlo tree search
Hu, C., Tang, J., Hu, J., Wang, Y., Li, Z., Zeng, J., & Han, C. (2025). Dynamic partitioning of heterogeneously loaded road networks: A two-level regionalization scheme with Monte Carlo tree search. Transportation Research Part C: Emerging Technologies. https://www.sciencedirect.com/science/article/pii/S0968090X25003456.
Academic Services
Reviewer of ACM Computing Surveys, IEEE Transactions on Intelligent Transportation Systems, IEEE Transactions on Vehicular Technology, Cities, Engineering Applications of Artificial Intelligence, Complex & Intelligent Systems, Journal of Advanced Transportation, Journal of Traffic and Transportation Engineering (English Edition), The Journal of Supercomputing, Plos ONE, IEEE Access, IET Networks, World Transport Convention (WTC), COTA CICTP.
Awards
- Mao Yisheng Science and Technology Award - Rising Star in Railway Education 茅以升科学技术奖——铁道教育希望之星奖 (全国每年27人)
- First Prize for Excellent Academic Paper in Natural Sciences in Hunan Province 湖南省首届自然科学优秀学术论文一等奖
- HKUST RedBird PhD Recruitment Award Program (2024/25 cohort)
- National Scholarship for Graduate Excellence (2023)
- National Scholarship for Undergraduate Excellence (2018)
- Outstanding Graduate of Hunan Province (2024)
- Outstanding Graduate of Hunan Province (2021)
- Student of the Year Nomination Award (Top 20 over 50,000 students at CSU) (2020)
- Principle’s Innovation Scholarship of Central South University (2021)
- Outstanding student cadres of high schools of Sichuan Province (2017)