研究方向

我的研究聚焦于构建高效、安全与可持续发展的综合交通运输系统，重点关注交通系统的智能化、数据化与协同化发展。主要研究方向包括：

2010-2014  中山大学 交通工程

2014-2017  WilliamHill体育  硕士 交通运输规划与管理 （导师：关伟教授）

2019-2020  美国威斯康星大学麦迪逊分校  联合培养博士 （导师：冉斌教授 Bin Ran  ）

2017-2021  WilliamHill体育  博士  控制科学与工程 （导师：关伟教授）

2024-至今  WilliamHill体育 讲师

2021-2024  英国哈德斯菲尔德大学   Research Fellow    合作导师：Prof. Mauro Vallati

2022-2022  荷兰代尔夫特理工大学  访问学者 访问导师：Prof. Bart De Schutter - Home Page; Prof. Shadi Sharif Azadeh Staff

正在开展的科研项目：

1. 自然科学类人才基金项目: 面向无人驾驶电动车辆的定制公交服务优化方法, 2024-2027

2. 国家重点研发：道路运输车辆重大事故风险防范与应急避险技术，2023-2026

4. 自然科学横向项目: 营运客货车辆自动驾驶运行安全测试评价指标体系与模型构建, 2024-2025

5. 自然科学横向项目: 区域空中交通流运行间隔动态协同优化技术研究, 2024-2025

6. 自然科学横向项目: 生产经营单位安全管理人员配备数量模型研究, 2024-2025

7. 其它（科技处）: 北京朝阳-密云段高铁客流需求预测与密云区公交运营服务评价研究, 2024-2024

8. 其它（科技处）: 京哈高铁京-怀段潜在客流需求预测与交通规划发展方案, 2024-2025

既往主持/参与项目

1. 中央高校基本科研业务费专项资金，2019YJS090，时间依赖下考虑备选路径的定制公交线路优化研究，已结题

2. UKRI Future Leaders Fellowship，MR/T041196/1，Artificial Intelligence for Autonomic Urban Traffic Control，2021-2025

3. 国家自然科学基金重大研究计划“重点支持项目”，91746201-2，大数据驱动的城市群交通运行状态判别方法研究，2018/01-2021/12，已结题

4. 国家自然科学基金创新群体项目，71621001，绿色出行导向下的城市群综合交通土地利用协调发展模型，2017/01-2022/12，已结题

5. 国家自然科学基金国际(地区)合作与交流项目，71961137008，电动与传统公交混合运营系统优化方法研究，2019/03-2022/02，已结题

本科生课程：《航空公司运行管理》、《写作与沟通》

研究生课程： 《城市交通分析与设计》、《城市公共交通规划与运营》、《航空运输系统工程》

中外合作办学课程：《交通设计与控制》

期刊论文：

【1】Rongge Guo, Mauro Vallati, Yutong Wang, Hui Zhang, Yuanyuan Chen, and Fei-Yue Wang*. "Sustainability opportunities and ethical challenges of AI-enabled connected autonomous vehicles routing in urban areas." IEEE Transactions on Intelligent Vehicles,9, no. 1 (2024):  55-58,

【2】Rongge Guo, Wei Guan, Mauro Vallati, and Wenyi Zhang*. "Modular autonomous electric vehicle scheduling for customized on-demand bus services." IEEE Transactions on Intelligent Transportation Systems, 24, no. 9 (2023): 10055-10066.

【3】Rongge Guo, Saumya Bhatnagar, Wei Guan, Mauro Vallati*, and Shadi Sharif Azadeh. "Operationalizing modular autonomous customised buses based on different demand prediction scenarios." Transportmetrica A: Transport Science (2023): 2296498.

【4】Rongge Guo, Wenyi Zhang, Wei Guan*, and Bin Ran. "Time-dependent urban customized bus routing with path flexibility." IEEE Transactions on Intelligent Transportation Systems, 22, no. 4 (2021): 2381-2390.

【5】Rongge Guo, Xiaobing Liu, Yite Sun, Xuedong Yan, Wei Guan and  Shadi Sharif Azadeh. " From ride-hailing to high-capacity ride-sharing: a user-centric shared mobility service design." Transportmetrica A: Transport Science, 1-31 (2025).

【6】郭戎格, 关伟*, 张文义, and 段梦媛. "考虑多路径选择的定制电动公交线路优化." 交通运输系统工程与信息 21, no. 2 (2021): 133-138.

【7】Rongge Guo, Wei Guan*, Wenyi Zhang, Fanting Meng, and Zixian Zhang. "Customized bus routing problem with time window restrictions: model and case study." Transportmetrica A: Transport Science 15, no. 2 (2019): 1804-1824.

【8】Rongge Guo, Wei Guan*, and Wenyi Zhang. "Route design problem of customized buses: Mixed integer programming model and case study." Journal of Transportation Engineering, Part A: Systems 144, no. 11 (2018): 04018069.

【9】Dai, Xingyuan, Mauro Vallati, Rongge Guo, Yutong Wang, Shuangshuang Han, and Yilun Lin. "The road ahead: DAO-secured V2X infrastructures for safe and smart vehicular management." IEEE Transactions on Intelligent Vehicles (2023).

【10】Christian Wellens-Miles, Rongge Guo, Na Liu, Simon Parkinson, Mauro Vallati. “A Systematic Literature Review of Simulated Cyber Attacks on Vehicles and Urban Traffic Control." IEEE Transactions on Intelligent Transportation Systems (2025).

【11】Zhang, Zixian, Geqi Qi, Avishai Ceder, Wei Guan, Rongge Guo, and Zhenlin Wei. "Grid‐Based Anomaly Detection of Freight Vehicle Trajectory considering Local Temporal Window." Journal of Advanced Transportation 2021, no. 1 (2021): 8103333.

【12】孟凡婷, 杨立兴, 卢亚菡,  郭戎格. "考虑跳停策略的城轨列车运行图与车站限流协同优化研究." 交通运输系统工程与信息 21, no. 3 (2021): 156.

【13】Duan, Mengyuan, Geqi Qi, Wei Guan, and Rongge Guo. "Comprehending and analyzing multiday trip-chaining patterns of freight vehicles using a multiscale method with prolonged trajectory data." Journal of Transportation Engineering, Part A: Systems 146, no. 8 (2020): 04020070.

【14】Meng, Fanting, Yong Ding, Wenjie Li, and Rongge Guo. "Customer‐Oriented Vehicle Routing Problem with Environment Consideration: Two‐Phase Optimization Approach and Heuristic Solution." Mathematical Problems in Engineering 2019, no. 1 (2019): 1073609.

会议论文：

【1】Rongge Guo, Francesco Percassi, Mauro Vallati*. "Optimising Traffic Flow Through Synchronised Signal Configurations Along Urban Corridors." In 2024 IEEE Intelligent Transportation Systems Conference (ITSC),  IEEE, 2024.

【2】Rongge Guo, Xiaoyu Liu, Saumya Bhatnagar, and Mauro Vallati*. "Real-time Routing and Scheduling of On-demand Autonomous Customized Bus Systems." In 2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC), pp. 1536-1541. IEEE, 2023.

【3】Rongge Guo*, Alexandros Nikitas, Simon Parkinson, and Mauro Vallati. "One bus is all it takes: The impact of cyber attacks in customised bus services." In 2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC), pp. 5784-5789. IEEE, 2023.

【4】Rongge Guo, Wei Guan, Saumya Bhatnagar, and Mauro Vallati*. "A two-phase optimization model for autonomous electric customized bus service design." In 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), pp. 383-388. IEEE, 2022.

【5】Rongge Guo, Wei Guan*, Ailing Huang, and Wenyi Zhang. "Exploring potential travel demand of customized bus using smartcard data." In 2019 IEEE Intelligent Transportation Systems Conference (ITSC), pp. 2645-2650. IEEE, 2019.

【1】 Guo, Rongge. "AI Approaches on Urban Public Transport Routing." In Deception in Autonomous Transport Systems: Threats, Impacts and Mitigation Policies, pp. 111-130. Cham: Springer International Publishing, 2024.

【2】 Guo,Rongge. "Artificial Intelligence Applications: Case Studies from Challenging Domains",  In Renewable Energy Transition with Artificial Intelligence: Challenge-driven Solutions. Wiley, 2025.

【1】 以用户为中心的高容量拼车共享出行服务设计方法及系统，发明专利，已公开，2025104016882

【2】 一种动态识别用地因素对公交出行需求影响的表征相似性分析方法，发明专利，已公开，202510202245

【3】一种应用于铁路专用通信系统5G-R的信道模型与仿真装置，发明专利，已受理，2025103833301

【1】 IEEE ECIS 会议最佳论文，2025

【2】Urban Rail Transit 最佳青年编委， 2025

【1】 IEEE Transactions on Intelligent Vehicles  副主编

【2】Urban Rail Transit 青年编委  

【3】中国自动化学会智能车工作委员会委员

【4】世界交通运输大学    青年委员

【5】IEEE International Conference on Intelligent Transportation Engineering 技术委员会成员

【6】IEEE Intelligent Vehicles Symposium 国际程序委员会委员

【7】BAA, International Workshop on Bees Algorithm and its Application 学术委员

【8】FLAIRS,  International Florida Artificial Intelligence Research Society Conference 程序委员会成员

【9】TACTFUL, Trustworthy AI for Safe & Secure Control in Connected & Autonomous Vehicles 程序委员会成员