个人简介 About

秦国阳，男，1993年5月生，四川成都人。2021年获同济大学交通运输工程博士学位，曾在美国密歇根大学安娜堡分校LIMOS实验室进行一年联合培养。现为同济大学交通运输工程学院博士后研究员。研究方向为交通时空数据治理，多模式出行网络分析、建模与优化，以及人工智能+交通，致力于通过建模理解交通系统的复杂性及其基本规律，在其基础上设计与优化交通系统。累计主持/技术负责科研项目10余项：主持国自然青年项目1项、重点研发计划子课题2项，技术负责上海市科技计划、商汤校企攻关等多项横纵向科研项目。在领域顶刊TR Part C与IEEE T-ITS发文16篇、计算机顶会KDD/CIKM各1篇，总影响因子逾152.8。获2021年美国交通运输研究委员会（TRB）Kikuchi-Karlaftis最佳论文奖（全球每年遴选1篇，表彰兼具理论创新与工程实用的年度最佳研究）、同济大学2022年优秀博士学位论文、广东省科技进步一等奖等学术奖励。获2022年度博士后创新人才支持计划（交通学科年均仅4人）、上海市“超级博士后”激励计划以及中国博士后科学基金第71批面上资助等，入选上海市博后创新基地，依托政-校-企共育平台推进成果转化。担任TR Part B/C/E、IEEE T-ITS/IoTJ/TVT、TTRA/B、TBS、ESWA、中国公路学报等国内外知名期刊审稿人，IEEE智能交通顶会ITSC副主编（2024-2026年连续三届）、交通理论顶级会议ISTTT25组委会秘书等。

研究方向 Research Interests

研究图解 Research Illustrated

教育经历 Education

2015.09-2021.12 同济大学，交通运输工程，博士

2011.09-2015.07 西南交通大学，交通运输规划与管理，学士

工作/访学经历 Work & Visiting Experience

2022.03至今 同济大学，交通运输工程学院，博士后研究员

2021.12-2022.03 滴滴出行，自动驾驶技术研发部门，大数据研发实习生

2018.09-2019.09 美国密歇根大学安娜堡分校，土木与环境工程系，联合培养博士生

代表性研究 Featured Research

期刊论文 Journal Articles

Multimodal traffic assignment from privacy-protected OD data

Guoyang Qin, Shidi Deng, Qi Luo*, Jian Sun*, 2025.

Communications in Transportation Research, 5 100223 • DOI: 10.1016/j.commtr.2025.100223

Generator-as-a-Matcher: Joint optimization of tracklet matching and gap filling for sparser mmWave radar placements on smart freeways

Xinghao Su, Xuejian Chen, Guoyang Qin, Juyan Yin, Jian Sun, 2025.

IEEE Transactions on Intelligent Transportation Systems, 26 (11) 20737-20747 • DOI: 10.1109/TITS.2025.3586924

Coordinated routing policy for connected vehicles to monitor city-wide traffic

Xuejian Chen, Guoyang Qin, Jian Sun, 2025.

Transportation Research Part C: Emerging Technologies, 176 105147 • DOI: 10.1016/j.trc.2025.105147

Ride-hail to ride rail: Learning to balance supply and demand in ride-hailing services with intermodal mobility options

Guoyang Qin, Jian Sun*, 2022.

Transportation Research Part C: Emerging Technologies, 144 103887 • DOI: 10.1016/j.trc.2022.103887

Optimizing matching time intervals for ride-hailing services using reinforcement learning

Guoyang Qin, Qi Luo, Yafeng Yin*, Jian Sun, Jieping Ye, 2021.

Transportation Research Part C: Emerging Technologies, 129 103239 • DOI: 10.1016/j.trc.2021.103239

ProbDetect: A choice probability-based taxi trip anomaly detection model considering traffic variability

Guoyang Qin, Zhenhua Huang, Yang Xiang, Jian Sun*, 2019.

Transportation Research Part C: Emerging Technologies, 98 221-238 • DOI: 10.1016/j.trc.2018.11.016

Mining factors affecting taxi drivers' incomes using GPS trajectories

Guoyang Qin, Tienan Li, Bin Yu, Yunpeng Wang, Zhenhua Huang, Jian Sun*, 2017.

Transportation Research Part C: Emerging Technologies, 79 103-118 • DOI: 10.1016/j.trc.2017.03.013

Spatiotemporal implicit neural representation as a generalized traffic data learner

Tong Nie, Guoyang Qin, Wei Ma*, Jian Sun*, 2024.

Transportation Research Part C: Emerging Technologies, 169 104890 • DOI: 10.1016/j.trc.2024.104890

Contextualizing MLP-mixers spatiotemporally for urban traffic data forecast at scale

Tong Nie, Guoyang Qin, Lijun Sun, Wei Ma, Yuewen Mei, Jian Sun*, 2024.

IEEE Transactions on Intelligent Transportation Systems, 26 (1) 1241-1256 • DOI: 10.1109/TITS.2024.3491754

RoutesFormer: A sequence-based route choice Transformer for efficient path inference from sparse trajectories

Shuhan Qiu, Guoyang Qin, Melvin Wong, Jian Sun*, 2024.

Transportation Research Part C: Emerging Technologies, 162 104552 • DOI: 10.1016/j.trc.2024.104552

A macro-micro approach to reconstructing vehicle trajectories on multi-lane freeways with lane changing

Xuejian Chen, Guoyang Qin, Toru Seo, Juyuan Yin, Ye Tian, Jian Sun*, 2024.

Transportation Research Part C: Emerging Technologies, 160 104534 • DOI: 10.1016/j.trc.2024.104534

Towards better traffic volume estimation: Jointly addressing the underdetermination and nonequilibrium problems with correlation-adaptive GNNs

Tong Nie, Guoyang Qin, Yunpeng Wang, Jian Sun*, 2023.

Transportation Research Part C: Emerging Technologies, 157 104402 • DOI: 10.1016/j.trc.2023.104402

Correlating sparse sensing for large-scale traffic speed estimation: A Laplacian-enhanced low-rank tensor kriging approach

Tong Nie, Guoyang Qin, Yunpeng Wang, Jian Sun*, 2023.

Transportation Research Part C: Emerging Technologies, 152 104190 • DOI: 10.1016/j.trc.2023.104190

Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing patterns

Tong Nie, Guoyang Qin, Jian Sun*, 2022.

Transportation Research Part C: Emerging Technologies, 141 103737 • DOI: 10.1016/j.trc.2022.103737

Integrated macro-micro modeling for individual vehicle trajectory reconstruction using fixed and mobile sensor data

Xuejian Chen, Juyuan Yin, Guoyang Qin, Keshuang Tang, Yunpeng Wang, Jian Sun*, 2022.

Transportation Research Part C: Emerging Technologies, 145 103929 • DOI: 10.1016/j.trc.2022.103929

会议论文 Conference Proceedings

Generalized route choice modeling via fusion of structural knowledge and LLM-inferred context

Shuhan Qiu, Xiannan Huang, Guoyang Qin, Xuejian Chen, Jian Sun, 2025.

Presented at 2025 IEEE International Conference on Intelligent Transportation Systems (ITSC) Gold Coast | 952 • DOI: 10.1109/ITSC60802.2025.11423276

Toward privacy-aware multimodal transportation: Convergence to network equilibrium under differential privacy

Guoyang Qin, Shidi Deng, Qi Luo*, Herve Kerivin, Jian Sun, 2023.

Presented at the 102nd Annual Meeting of the Transportation Research Board Washington, D.C | TRBAM-23-01997 •

Optimal matching time interval policy for ride-hailing services using reinforcement learning

Guoyang Qin, Qi Luo, Yafeng Yin*, Jian Sun, Jieping Ye, 2021.

Presented at the 100th Annual Meeting of the Transportation Research Board Washington, D.C | TRBAM-21-01874 •

ImputeFormer: Low rankness-induced Transformers for generalizable spatiotemporal imputation

Tong Nie, Guoyang Qin, Wei Ma, Yuewen Mei, Jian Sun*, 2024.

KDD '24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining Barcelona | 2260-2271 • DOI: 10.1145/3637528.3671751

Individual vehicle trajectory reconstruction for millimeter wave radar detection: A texture synthesis approach

Xinghao Su, Xuejian Chen, Guoyang Qin, Di Wang, Jian Sun*, 2023.

Presented at the 102nd Annual Meeting of the Transportation Research Board Washington, D.C | TRBAM-23-02229 •

Towards sparser radar placements: Exploiting vehicle trackability from partial trajectories with a Generator-as-a-Matcher approach

Xinghao Su, Guoyang Qin, Jian Sun, 2023.

Presented at the 103rd Annual Meeting of the Transportation Research Board Washington, D.C | TRBAM-24-01750 • DOI: 10.13140/RG.2.2.32746.90564

主持项目 Funded Projects

1. 国家自然科学基金委员会青年科学基金项目（52302413）：城市路网拥堵渗流生成机理与路径管控策略，2024.01-2026.12

2. 博士后创新人才支持计划（BX20220231）：基于多模式共享出行的网约车供需匹配动态优化研究，2022.01-2024.12

3. 中国博士后科学基金面上资助（2022M712409）：不同中心化程度的需求响应出行系统中的随机搜索策略挖掘与优化，2022.01-2024.12

4. 上海市“超级博士后”激励计划（2022753）：面向隐私保护的多模式共享出行系统设计，2022.01-2024.12

5. 国家重点研发计划子课题（2023YFB4301903）：异智交通流路车协同计算与级联控制，2023.12-2026.11

6. 国家重点研发计划子课题（2022YFB2602105）：城市交通基础设施数字孪生原型系统及应用验证，2022.12-2025.11

学术服务 Academic Service

1. 25th International Symposium on Transportation and Traffic Theory (ISTTT25)，组委会秘书

2. 2021 International Symposium on Transportation Data and Modelling (ISTDM 2021)，组委会成员

3. 2024/2025 IEEE Intelligent Transportation Systems Conference (ITSC 2024/2025/2026)，Associate Editor

4. Transportation Research Part B: Methodological，期刊审稿人

5. Transportation Research Part C: Emerging Technologies，期刊审稿人

6. Transportation Research Part E: Logistics and Transportation Review，期刊审稿人

7. IEEE Transactions on Intelligent Transportation Systems，期刊审稿人

8. IEEE Transactions on Vehicular Technology，期刊审稿人

9. IEEE Internet of Things Journal，期刊审稿人

10. Travel Behaviour and Society，期刊审稿人

11. Expert Systems with Applications，期刊审稿人

12. Transportmetrica A: Transport Science，期刊审稿人

13. Transportmetrica B: Transport Dynamics，期刊审稿人

14. Transportation，期刊审稿人

15. Journal of Intelligent Transportation Systems，期刊审稿人

16. IET Intelligent Transport Systems，期刊审稿人

17. Transportation Research Record，期刊审稿人

18. Journal of Intelligent and Connected Vehicles，期刊审稿人

19. Smart Agricultural Technology，期刊审稿人

20. Applied Intelligence，期刊审稿人

21. 中国公路学报，期刊审稿人

获奖与荣誉 Awards & Honors

1. 2018.06 国家建设高水平大学公派研究生项目（LIMOS at the University of Michigan）

2. 2022.01 2021年美国交通运输研究委员会（TRB）Kikuchi-Karlaftis最佳论文奖（Guoyang Qin, Qi Luo, Yafeng Yin*, Jian Sun, Jieping Ye）

3. 2023.09 同济大学2022年优秀博士学位论文（学位论文题目：多模式共享出行系统建模与优化，导师：孙剑教授）

4. 2024.08 广东省科技进步一等奖（城市交通智能体建模与多模式融合演化计算关键技术，排13）