Personal Information

唐进君，广西桂林人，中南大学交通运输学院，教授/博士生导师，Elsevier中国高被引学者、全球前2%顶尖科学家、湖南省“芙蓉学者”青年学者，智能电动汽车研究中心主任，交通运输工程系副主任，智慧交通湖南省重点实验室副主任，交通大数据分析与智能交通方向带头人。哈尔滨工业大学/华盛顿大学交通信息工程与控制专业联合培养博士。在TRC, TRD, CACIE, IEEE T ITS, AMAR, AAP, JTG等国内外交通领域知名期刊以第一/通讯作者发表SCI/SSCI检索论文90余篇，Q1区60余篇（ESI高被引论文14篇，1‰ 热点论文4篇，1%论文10篇），Google Scholar论文总引用6300多次，H指数44，单篇最高引用406次。主持国家自然基金面上/青年、国家重点研发计划子课题、教育部人文社科项目、湖南省重点研发计划、湖南省教育厅芙蓉学者/优秀青年基金项目、中南大学创新驱动、山东省交通规划设计院智慧高速管控等20余项。以第一发明人身份申请/授权国家发明专利30多项，两项专利转化450万元。2020-2023年连续4年入选Elsevier中国高被引学者、2020-2022年连续3年入选全球前2%顶尖科学家“年度影响力”榜单、获2024年湖南省环境保护科学技术二等奖、获2023年湖南省自然科学优秀学术论文一等奖、获2023年中国交通运输协会科学技术二等奖、获2021年湖南省公路学会科学技术一等奖、获2019年第十三届全国交通运输领域青年学术会议优秀论文、获2017年中国智能交通协会优秀博士论文奖。担任Journal of Advanced Transportation副主编、《交通运输工程学报》青年编委、《IEEE/CAA Journal of Automatica Sinica》第一届青年编委、《铁道科学与工程学报》青年编委、《交通运输研究》编委、《Digital Transportation and Safety》编委等。担任湖南省多铰接轮运输系统工程技术研究中心副主任、南京理工大学江苏省智能交通信息感知与数据分析工程实验室特聘研究员、CICTP国际会议的区域主编、世界交通大会WTC交叉科学学部交通数据科学理论与方法技术委员会主席、中国交通运输协会青年科学委员会委员、湖南省交通工程学会理事、湖南省系统仿真协会常务理事、湖南省城市文明畅通提升行动计划专家组成员。

研究团队情况：

  目前指导/合作指导博/硕士研究生20余名，毕业硕士研究生25名。指导学生累计获得研究生国家奖学金5人次，校长奖学金2人次，校长拔尖奖1人次，其他校级奖学金多项。指导学生获中南大学研究生自由探索科研项目立项10余项，省级立项2项。指导研究生（高凡）获湖南省优秀硕士论文1项。

近年来研究生奖学金情况：

杨一帆：宝钢奖学金（2018）

梁健：米塔尔奖学金（2019）；黎乐潇：硕士研究生国家奖学金（2019）

郑兰兰、高凡：硕士研究生国家奖学金（2020）；毕伟：顺丰助学金（2020）；张新邵：钢联物流奖学金（2020）

高凡、梁健：硕士研究生国家奖学金（2021）；曾捷：硕士研究生校长创新奖（2021）；李志涛：茅以升铁路专项奖（2021）

李明洋：博士研究生国家奖学金（2023）；李志涛：博士研究生校长创新奖（2023）；曾捷：硕士研究生国家奖学金（2023）；丁希芷：中车株机奖学金（2023）

李明洋：中南大学研究生校长拔尖奖（2024）；李志涛：中南大学研究生校长创新奖（2024）

经过近几年的探索，研究团队逐步形成了较为稳定的四个研究方向：方向一：基于卡口数据的城市路网交通状态演变分析与预测；方向二：基于多源轨迹数据的城市出行分析；方向三：数据驱动的新能源公交电池健康状态估计与公交系统优化；方向四：高速公路主动交通管控与路网诱导；

研究团队成员情况可参见附件信息   

课题组人员信息汇总-2025-01-08.pdf

硕/博研究生招生需求：

  本课题组以数据采集与挖掘，交通大数据分析与应用，智慧交通系统分析与应用为研究特色，在数据库和编程方面要求具有一定的基础和背景，欢迎具有计算机、信息工程、数学及交通工程背景的同学报考！（课题组欢迎士兵计划、少数民族骨干计划的同学报考加入团队）

论文发表：

2025年

[1]      Cheng Hu, Jinjun Tang*, Junjie Hu, Yaopeng Wang, Zhitao Li, Jie Zeng, Chunyang Han. Dynamic partitioning of heterogeneously loaded road networks: A two-level regionalization scheme with Monte Carlo tree search. Transportation Research Part C: Emerging Technologies. 2025-09, In Pressed. (SCI, JCR Q1)中科院1区TOP期刊

[2]      Jinjun Tang, Tongyu Dou, Fan Wu, Lipeng Hu and Tianjian Yu*. Scheduling Optimization of a Vehicle Power Battery Workshop Based on an Improved Multi-Objective Particle Swarm Optimization Method. Mathematics. 13, 2790, 1-33, 2025-08.

[3]      Runze Liu, Jianming Cai, Lipeng Hu, Benxiao Lou and Jinjun Tang*. Electric Bus Battery Energy Consumption Estimation and Influencing Features Analysis Using a Two-Layer Stacking Framework with SHAP-Based Interpretation. Sustainability 2025, 17, 7105. (SCI, JCR 2)

[4]      Lipeng Hu, Jinjun Tang*, Wang Zhe, Li Zhitao, Li Mingyang, Zeng Jie. Optimization of Hard Shoulder Running on Highways Using Multi-agent Reinforcement Learning Considering Emergency Vehicles.  Journal of Intelligent Transportation Systems. 2025-07, In pressed. (SCI, JCR 2)

[5]      Benxiao Lou, Jinjun Tang*, Lipeng Hu, Junqing Ye. Multi-Source Data-Driven Short-Term Remaining Driving Range Prediction for Electric Vehicles: A Hybrid CNN-Transformer Framework. Energy. 334, 137564, 1-16. 2025-07. (SCI, JCR 1) 中科院1区Top期刊

[6]      唐进君,段一鑫,商淑杰,王骋程,陈群. 多特征融合时空图卷积的高速公路交通流量预测[J].公路交通科技, 42,6, 22-31, 2025-06

[7]      Junqing Ye, Benxiao Lou, Lipeng Hu, Runze Liu, Jinjun Tang*. "Prediction of Electric Vehicles Remaining Driving Range Based on BO-CatBoost-SHAP Model". Transportmetrica A: Transport Science. In Pressed. 2025-06. (SCI, JCR Q2)

[8]      Yunyi Liang, Constantinos Antoniou, Mohammad Sadrani, Jinjun Tang*. Joint Optimization of Transit Network Design Timetable and Passenger Assignment with Exact Transfer Behavior Modeling. IEEE Transactions on Intelligent Transportation Systems, 26, 7: 1-14, 2025-07. (SCI, JCR Q1) 中科院1区TOP期刊.

[9]      Xuan Zhang, Shuaijie Zhang, Wang Luo, Jinjun Tang*. Analysis of Cascading Failures and Recovery in Freeway Network Under the Impact of Incidents. Applied Sciences. 15, 7276, 1-22, 2025-06. (SCI, JCR Q2)

[10]   Jianming Cai, Yifan Gao and Jinjun Tang*. Robustness Benchmark Evaluation and Optimization for Real-Time Vehicle Detection Under Multiple Adverse Conditions. Applied Sciences. 15, 4950, 1-38, 2025-04. (SCI, JCR Q1)

[11]   Chenxi Xiao, Zhitao Li, Jinjun Tang*, Jeanyoung Jay Lee. United Prediction of Travel Modes and Purposes in Travel Chains Based on Multitask Learning Deep Neural Networks. Mathematics. 13, 1528, 1-21, 2025-05. (SCI, JCR Q1)

[12]   Jinjun Tang, Maoxin Ren, Ziyue Yuan*, Jianming Cai, Yunyi Liang. System-Wide Optimization of Free-Floating Bike-Sharing for Urban Rail Stations: A Demand Prediction and Scheduling Approach. Computers & Industrial Engineering. 204, 111121, 1-17, 2025-04. (SCI, JCR 1) 中科院1区Top期刊

[13]   Guowen Dai, Jinjun Tang*,Jie Zeng,Yuting Jiang."Short-term passenger flow prediction based on federated learning on urban metro system". Journal of Advanced Transportation. 8834513, 1-20, 2025-04. (SCI, JCR Q2)

[14]   Lipeng Hu, Jinjun Tang*, Fuqiao Xu, Xiao Liang. SOC Prediction for Electric Buses Based on Interpretable Transformer Model: Impact of Traffic Conditions and Feature Importance. Energy. 324, 135935, 1-27, 2025-04. (SCI, JCR 1) 中科院1区Top期刊

[15]   Cheng Hu, Jinjun Tang*, Yaopeng Wang, Zhitao Li, Guowen Dai. A flexible road network partitioning framework for traffic management via graph contrastive learning and multi-objective optimization. Computer-Aided Civil And Infrastructure Engineering. 40, 2671-2694, 2025-07. (SCI, JCR Q1)中科院1区TOP期刊

[16]   Cheng Hu, Jinjun Tang*, Zhitao Li, Yaopeng Wang, Chuyun Zhao, Jiguang Chen, Hao Zhou. "Estimating MFD model parameters from sparse license plate recognition data: the role of path reconstruction and regionalization". Transportation Research Part C. 171, 104982, 1-29, 2025-01. (SCI, JCR Q1)中科院1区TOP期刊

[17]   Taolue Chen, Chao Sun, Xiao Liang*, Mingyang Li, Jinjun Tang. Electric bus charging scheduling on hybrid wireless charging network: A multi-factor integrated optimization strategy. Energy, 329, 136499, 1-19, 2025-05.

[18]   Zhitao Li, Jinjun Tang, Yifeng Ji, Xiao Liang*, Lipeng Hu, Cheng Hu. Relationship between the built environment and metro usage patterns: a motif-based perspective. Tunnelling and Underground Space Technology incorporating Trenchless Technology Research. 159, 106488, 1-15, 2025-02. (SCI, JCR 1) 中科院1区Top期刊

[19]   Jie Zeng, Chenxi Xiao, Jinjun Tang*, Cheng Hu. Inquiring the Next Location and Travel Time: A Deep Learning Based Temporal Point Process for Vehicle Trajectory Prediction. IEEE Internet of Things Journal. 12, 9, 11874-11889, 2025-04. (SCI, JCR 1) 中科院1区Top期刊.

[20]   Zhitao Li, Fan Gao, Jingjing Hao, Jian Liang, Chunyang Han, Jinjun Tang*. Exploring Spatiotemporal Characteristics of Ride-Hailing Ridership Connecting with Metro Stations: A Comparative Analysis of Holidays, Weekdays, and Weekends. Journal of Transport Geography. 123, 104104, 1-13, 2025-01. (SCI, JCR 1) 

[21]   Lipeng Hu, Jinjun Tang*, Guoqing Zou, Zhitao Li, Jie Zeng, Mingyang Li. Simulation Optimization of Highway Hard Shoulder Running Based on Multi-Agent Deep Deterministic Policy Gradient Algorithm. Alexandria Engineering Journal. 117, 99-115, 2025-01 (SCI, JCR 1) 

[22]   Jinjun Tang, Yaopeng Wang, Cheng Hu*, Zhitao Li, Xiangyu Zhang. "A Spectral Clustering Enabled SPSA Algorithm for Dynamic Origin-Destination Demand Matrix Estimation". Transportmetrica B: Transport Dynamics. 13, 1, 2459928, 1-21. 2025-02. (SCI, JCR Q2)

[23]   Chenxi Xiao, Jinjun Tang*, Jaylee Jay Young, Yunyi Liang. "Urban Travel Chain Estimation Based on Combination of CHMM and LDA Model". IET Intelligent Transport Systems. 19, 1, e70004, 1-16. 2025-02.（SCI, JCR Q2）

[24]   Guowen Dai, Jinjun Tang*."A short-term traffic flow prediction method based on personalized lightweight federated learning". Sensors. 25, 967, 1-28. 2025-02. (SCI, JCR Q2)

[25]   Guihua Miao, Weihe Wang, Jinjun Tang*, Fang Li, Yunyi Liang. Vehicle Collision Warning Based on Combination of the YOLO Algorithm and the Kalman Filter in the Driving Assistance System. Journal of Advanced Transportation, 2025-06, 1188373, 1-15. (SCI, JCR Q2)

[26]   Feiyang Liu, Jie Zeng, Jinjun Tang and TianJian Yu*. Travel Frequent-Route Identification Based on the Snake Algorithm Using License Plate Recognition Data. Mathematics 13, 2536, 1-30, 2025-08. (SCI, JCR Q1)

[27]   Yubin Chen, Yajie Zou, Jun Liu, Yuanchang Xie, Jinjun Tang. Modeling decision-making during unprotected left turns using interpretable deep learning and uncertainty quantification. Accident Analysis and Prevention. 220, 108136, 1-19. 2025-06. (SSCI, JCR Q1) 中科院1区Top期刊

[28]   Wei Hao, Fang Liu, Chunyang Han*, Amjad Pervez, Kai Wang, Jie Chen, Jinjun Tang. Do motorists select safe routes over efficient routes? An empirical study using travel trajectory data. Accident Analysis and Prevention. 218, 108090, 1-19. 2025-05. (SSCI, JCR Q1) 中科院1区Top期刊

[29]   Mingyang Li, Lingxiao Wu∗, Yadong Wang, Jinjun Tang, Tao Feng. The flex-route transit planning problem with meeting points. Transportation Research Part E. 195, 103981, 1-38, 2025-01. (SCI, JCR 1) 中科院1区Top期刊

[30]   Yubin Chen, Yajie Zou*, Yuanchang Xie, Yunlong Zhang, Jinjun Tang. Multimodal vehicle trajectory prediction based on intention inference with lane graph representation. Expert Systems with Applications. 262, 125708, 1-19, 2025-03. (SCI, JCR Q1)中科院1区TOP期刊

[31]   Zhe Wang, Chenzhu Wang, Mohamed Abdel-Aty, Lei Han, Helai Huang, Jinjun Tang. Impact of speed on injury severity in single-vehicle run-off-road crashes: Insights from partially temporal constrained modeling approach. Accident Analysis and Prevention. 210, 107848, 1-30, 2025-02. (SSCI, JCR Q1)中科院1区TOP期刊

[32]   Fang Zong, Sheng Yue, Meng Zeng, Yixuan Liu, Jinjun Tang. Environment reconstruction and trajectory planning for automated vehicles driving through signal intersection. Physica A. 660, 130323, 1-22, 2025-01. (SCI, JCR Q2)

[33]   Chuyun Zhao, Jinjun Tang*, Lipeng Hu, Cheng Hu, Guowen Dai. Impact of Carbon Charge Policy on Mode Shifts in Multi-Mode Public Transportation. In: Proceedings of 104th Annual Meeting of the Transportation Research Board. January, 2025. (Poster)

[34]   Zhitao Li, Jinjun Tang*, Yifeng Ji, Lipeng Hu, Cheng Hu. Relationship between the built environment and metro usage patterns: a motif-based perspective. In: Proceedings of 104th Annual Meeting of the Transportation Research Board. January, 2025. (Poster)

[35]   Zhitao Li, Jinjun Tang*, Yifeng Ji, Cheng Hu, Chuyun Zhao. Exploring the association between multi-mode transport and the built environment: a comparative study of metro, bus, taxi, and shared bike use. In: Proceedings of 104th Annual Meeting of the Transportation Research Board. January, 2025. (Poster)

[36]   Lipeng Hu, Jinjun Tang*, Chunyun Zhao. Optimization of Hard Shoulder Running on Highways Using Multi-agent Reinforcement Learning Considering Emergency Vehicles. In: Proceedings of 104th Annual Meeting of the Transportation Research Board. January, 2025. (Poster)

[37]   Cheng Hu, Jinjun Tang*, Zhitao Li, Yaopeng Wang, Guowen Dai. A Unified Road Network Partitioning Framework For Traffic Management. In: Proceedings of 104th Annual Meeting of the Transportation Research Board. January, 2025. (Poster)

[38]   Cheng Hu, Jinjun Tang*, Zhitao Li, Yaopeng Wang, Chuyun Zhao. Estimating trip length distributions from sparse license plate recognition data: the role of path reconstruction and regionalization. In: Proceedings of 104th Annual Meeting of the Transportation Research Board. January, 2025. (Poster)

 

2024年

[1]      Chuyun Zhao, Jinjun Tang*, Lipeng Hu, Cheng Hu, Guowen Dai. Impact of Carbon Charge Policy on Mode Shifts in Public Transportation. Transportation Research Part D: Transport and Environment. 137, 104491, 1-25, 2024-12. (SCI, JCR 1) 中科院1区Top期刊

[2]      Zhitao Li, Jinjun Tang*, Tianjian Yu, Biao Liu, Junqiang Cao.“Understanding the interplay among urban public transport modes: Spatial variation and built environment effects".  Journal of Cleaner Production. 479, 144038, 1-16, 2024-10. (SCI, JCR 1) 中科院1区Top期刊

[3]      Guowen Dai, Jinjun Tang*, Jie Zeng, Cheng Hu, Chuyun Zhao. Road network traffic flow prediction: a personalized federated learning method based on client reputation. Computers and Electrical Engineering, 120, 109678, 1-21, 2024-09. (SCI, JCR 1) 

[4]      Jinjun Tang*, Weihe Wang. Vehicle Trajectory Extraction and Integration from Multi-direction Video on Urban Intersection. Displays. 85, 102834, 1-13, 2024-09. (SCI, JCR 1) .

[5]      Chuyun Zhao, Jinjun Tang*, Xiangxin Kong, Tianjian Yu, Zhitao Li. Emission analysis of multi-mode public transportation based on joint choice model considering built environment factors. Energy. 309, 133101, 1-16, 2024-09. (SCI, JCR 1) 中科院1区Top期刊

[6]      Zhitao Li, Jinjun Tang*, Wenkang Zhang, Yifeng Ji, Lida Cui, Cheng Hu, Chuyun Zhao.“Exploring the association between multi-mode transport and the built environment: a comparative study of metro, bus, taxi, and shared bike use".  Sustainable Cities and Society. 14, 105789, 1-20, 2024-11. (SCI, JCR 1) 中科院1区Top期刊

[7]      Zhitao Li, Jinjun Tang, Tao Feng, Biao Liu , Junqiang Cao, Tianjian Yu*, Yifeng Ji. Investigating urban mobility through multi-source public transportation data: A multiplex network perspective. Applied Geography, 169, 103337, 2024-07. (SCI, JCR 1) 中科院2区

[8]      Fan Gao, Jingjing Hao, Zhitao Li, Chunyang Han, Jinjun Tang*, Chuyun Zhao.“Understanding inequality in ride-hailing service: an investigation of matching and pickup time".  Transportation. In Pressed. 2024-05. (SCI, JCR 1) 中科院2区

[9]      Mingyang Li, Jinjun Tang*. “The flex-route transit service routing plan considering heterogeneous requests and time windows".  Advanced Engineering Informatics. 61, 102496, 1-10. 2024-03. (SCI, JCR 1) 中科院1区 Top期刊

[10]   Zhe Wang, Helai Huang, Jinjun Tang*, Lipeng Hu. "A deep reinforcement learning-based approach for autonomous lane-changing velocity control in mixed flow of vehicle group level". Expert System with Application. 238,122158, 1-13, 2024. (SCI, JCR 1) 中科院1区 Top期刊

[11]   Chuyun Zhao, Jinjun Tang*, Wenyuan Gao, Yu Zeng, Zhitao Li. Many-objective optimization of multi-mode public transportation under carbon emission reduction, Energy. 286, 129627, 1-16, 2024-04. (SCI, JCR 1) 中科院1区 Top期刊

[12]   Xuan Zhang, Jinjun Tang* ,1 Chengcheng Wang, Chao Wang. Route Guidance Model with Limited Overlap on Freeway Network under Traffic Incidents. Journal of Advanced Transportation, 2024, 4250807, 1-13, 2024-05. (SCI, JCR 3)

[13]   Cheng Hu, Chunyang Han*, Amjad Pervez, Jingjing Hao, Guangming Xu, Jinjun Tang, Helai Huang. "Optimal Deployment of Connected and Autonomous Vehicle Dedicated Lanes: A Trade-off between Safety and Efficiency". IEEE Transactions on Intelligent Transportation Systems.25(10), 13744-13766. 2024-10. (SCI, JCR Q1)中科院1区TOP期刊

[14]   Wenyuan Gao, Chuyun Zhao*, Yu Zeng, Jinjun Tang*. Exploring the Spatio-Temporally Heterogeneous Impact of Traffic Network Structure on Ride-Hailing Emissions Using Shenzhen, China, as a Case Study. Sustainability, 16, 4539, 1-31, 2024-05. (SCI, JCR 2)

[15]   唐进君^*,胡立鹏,李明洋,张璇. 基于kriging遗传算法的高速公路应急车道管控优化.系统仿真学报, 36(5), 1165-1178, 2024-05. B类，EI

[16]   唐进君^*,蒋艾佳,李明洋,王超,孔德兰. 基于二型模糊逻辑的高速公路匝道自适应控制. 控制与决策, 2024, 已录用排版中, A类，EI

[17]   唐进君^*,任茂昕,李志涛,高轶凡. 基于代理模型辅助NSGA-II算法的地铁接驳公交优化. 华南理工大学学报(自然科学版), 2024, 已录用排版中, EI

[18]   王超, 孔德兰, 李晨曦, 吴伟令, 张璇, 唐进君*. 考虑路网性能的交通事件影响下高速公路路径诱导策略.公路（中文核心）, 8, 288-294, 2024-08. 中文核心

[19]   郝威，刘芳，王晓璐，张兆磊，许晗萌，唐进君*. 基于秩自适应贝叶斯张量分解模型的交通流量数据修复方法. 北京交通大学学报，2024, 48(4), 82-89, CSCD

[20]   Wencheng Wang, Yang Yang, Xiaobao Yang, Vikash V. Gayah, Yunpeng Wang, Jinjun Tang, Zhenzhou Yuan. A negative binomial Lindley approach considering spatiotemporal effects for modeling traffic crash frequency with excess zeros. Accident Analysis & Prevention. 207, 107741, 2024-08. (SSCI, JCR Q1)中科院1区TOP期刊

[21]   Lipeng Xu, Zhizhou Wu, Yinhai Wang, Jinjun Tang, and Yunyi Liang. Compressing Vehicle Trajectory Data Using Hybrid Coding With Kinematic Motion Prediction. IEEE Transactions on Intelligent Transportation Systems. 25(6), 5389-5401. 2024-06. (SCI, JCR Q1)中科院1区TOP期刊

[22]   Wang, Z., Mi, Q., Xiang, J., Zhang, Z., Tang, J.: An evaluation of lane management strategy for CAV priority in mixed traffic. IET Intell. Transp. Syst. 18, 467–479 , 2024-03, (SCI, JCR 3).

[23]   Chuyun Zhao, Jinjun Tang*, Yu Zeng, Zhitao Li, Fan Gao. "Understanding the spatio-temporally heterogeneous effects of built environment on urban travel emissions".In: Proceedings of 103th Annual Meeting of the Transportation Research Board. January, 2024. (Poster)

[24]   Zhe Wang, Helai Huang, Jinjun Tang*, Mohamed Abdel-Aty. "A deep reinforcement learning-based approach for autonomous lane-changing velocity control in mixed flow of vehicle group level". In: Proceedings of 104th Annual Meeting of the Transportation Research Board. January, 2024. (Poster)

[25]   Cheng Hu, Jinjun Tang*, Ke Ji. " Spatial Partitioning for Road Networks: Insights from Incomplete License Plate Recognition Data". In: Proceedings of 103rd Annual Meeting of the Transportation Research Board. January, 2024. (Poster)

[26]   Cheng Hu, Jinjun Tang*, Ke Ji. " Estimating Critical Parameters for Macroscopic Fundamental Diagram Models Based on Incomplete License Plate Recognition Data". In: Proceedings of 103rd Annual Meeting of the Transportation Research Board. January, 2024. (Poster)

2023年以前的论文

Paper List-2023年以前.pdf