个人简介

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。研究方向为交通数据挖掘与可视化，共享出行系统分析、建模与优化，致力于通过建模理解交通系统的复杂性及基本规律，在其基础上设计与优化交通系统。主持国自然青年项目、重点研发计划子课题等科研项目。在领域顶刊TR Part C、IEEE T-ITS发文14篇。获2021年美国交通运输研究会Kikuchi-Karlaftis最佳论文奖、同济大学2022年优秀博士学位论文等学术奖励。入选2022年度博士后创新人才支持计划以及中国博士后科学基金第71批面上资助等。担任TR Part B/C、IEEE T-ITS、Transportmetrica等期刊审稿人、交通理论顶级会议ISTTT25组委会秘书等。

研究方向

• 交通数据治理、挖掘与可视化

• 共享出行系统分析、建模与优化

• 深度强化学习与数据隐私保护

教育经历

• 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

• 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

期刊论文
	Guoyang Qin, Shidi Deng, Qi Luo*, Jian Sun*, 2025. Multimodal traffic assignment from privacy-protected OD data. Communications in Transportation Research. Accepted.
	Xinghao Su, Xuejian Chen, Guoyang Qin*, Juyan Yin, Jian Sun, 2025. Generator-as-a-Matcher: Joint optimization of tracklet matching and gap filling for sparser mmWave radar placements on smart freeways. IEEE Transactions on Intelligent Transportation Systems, 1-11. 10.1109/TITS.2025.3586924
	Xuejian Chen, Guoyang Qin*, Jian Sun, 2025. Coordinated routing policy for connected vehicles to monitor city-wide traffic. Transportation Research Part C: Emerging Technologies, 176, 105147. 10.1016/j.trc.2025.105147
	Guoyang Qin, Jian Sun*, 2022. Ride-hail to ride rail: Learning to balance supply and demand in ride-hailing services with intermodal mobility options. Transportation Research Part C: Emerging Technologies, 144, 103887. 10.1016/j.trc.2022.103887
	Guoyang Qin, Qi Luo, Yafeng Yin*, Jian Sun, Jieping Ye, 2021. Optimizing matching time intervals for ride-hailing services using reinforcement learning. Transportation Research Part C: Emerging Technologies, 129, 103239. 10.1016/j.trc.2021.103239
	Guoyang Qin, Zhenhua Huang, Yang Xiang, Jian Sun*, 2019. ProbDetect: A choice probability-based taxi trip anomaly detection model considering traffic variability. Transportation Research Part C: Emerging Technologies, 98, 221-238. 10.1016/j.trc.2018.11.016
	Guoyang Qin, Tienan Li, Bin Yu, Yunpeng Wang, Zhenhua Huang, Jian Sun*, 2017. Mining factors affecting taxi drivers' incomes using GPS trajectories. Transportation Research Part C: Emerging Technologies, 79, 103-118. 10.1016/j.trc.2017.03.013
	Tong Nie, Guoyang Qin, Wei Ma*, Jian Sun*, 2024. Spatiotemporal implicit neural representation as a generalized traffic data learner. Transportation Research Part C: Emerging Technologies, 169, 104890. 10.1016/j.trc.2024.104890
	Tong Nie, Guoyang Qin, Lijun Sun, Wei Ma, Yuewen Mei, Jian Sun*, 2024. Contextualizing MLP-mixers spatiotemporally for urban traffic data forecast at scale. IEEE Transactions on Intelligent Transportation Systems, 26 (1), 1241-1256. 10.1109/TITS.2024.3491754
	Shuhan Qiu, Guoyang Qin, Melvin Wong, Jian Sun*, 2024. RoutesFormer: A sequence-based route choice Transformer for efficient path inference from sparse trajectories. Transportation Research Part C: Emerging Technologies, 162, 104552. 10.1016/j.trc.2024.104552
	Xuejian Chen, Guoyang Qin, Toru Seo, Juyuan Yin, Ye Tian, Jian Sun*, 2024. A macro-micro approach to reconstructing vehicle trajectories on multi-lane freeways with lane changing. Transportation Research Part C: Emerging Technologies, 160, 104534. 10.1016/j.trc.2024.104534
	Tong Nie, Guoyang Qin, Yunpeng Wang, Jian Sun*, 2023. Towards better traffic volume estimation: Jointly addressing the underdetermination and nonequilibrium problems with correlation-adaptive GNNs. Transportation Research Part C: Emerging Technologies, 157, 104402. 10.1016/j.trc.2023.104402
	Tong Nie, Guoyang Qin, Yunpeng Wang, Jian Sun*, 2023. Correlating sparse sensing for large-scale traffic speed estimation: A Laplacian-enhanced low-rank tensor kriging approach. Transportation Research Part C: Emerging Technologies,152, 104190. 10.1016/j.trc.2023.104190
	Tong Nie, Guoyang Qin, Jian Sun*, 2022. Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing patterns. Transportation Research Part C: Emerging Technologies, 141, 103737. 10.1016/j.trc.2022.103737
	Xuejian Chen, Juyuan Yin, Guoyang Qin, Keshuang Tang, Yunpeng Wang, Jian Sun*, 2022. Integrated macro-micro modeling for individual vehicle trajectory reconstruction using fixed and mobile sensor data. Transportation Research Part C: Emerging Technologies, 145, 103929. 10.1016/j.trc.2022.103929
会议论文
	Shuhan Qiu, Xiannan Huang, Guoyang Qin*, Xuejian Chen, Jian Sun, 2025. Generalized route choice modeling via fusion of structural knowledge and LLM-inferred context. Presented at 2025 IEEE International Conference on Intelligent Transportation Systems (ITSC). Gold Coast. 952.
	Guoyang Qin, Shidi Deng, Qi Luo*, Herve Kerivin, Jian Sun, 2023. Toward privacy-aware multimodal transportation: Convergence to network equilibrium under differential privacy. Presented at the 102nd Annual Meeting of the Transportation Research Board. Washington, D.C. TRBAM-23-01997.
	Guoyang Qin, Qi Luo, Yafeng Yin*, Jian Sun, Jieping Ye, 2021. Optimal matching time interval policy for ride-hailing services using reinforcement learning. Presented at the 100th Annual Meeting of the Transportation Research Board. Washington, D.C. TRBAM-21-01874.
	Tong Nie, Guoyang Qin, Wei Ma, Yuewen Mei, Jian Sun*, 2024. ImputeFormer: Low rankness-induced Transformers for generalizable spatiotemporal imputation. KDD '24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2260 - 2271. 10.1145/3637528.3671751
	Xinghao Su, Xuejian Chen, Guoyang Qin, Di Wang, Jian Sun*, 2023. Individual vehicle trajectory reconstruction for millimeter wave radar detection: A texture synthesis approach. Presented at the 102nd Annual Meeting of the Transportation Research Board. Washington, D.C. TRBAM-23-02229
	Xinghao Su, Guoyang Qin*, Jian Sun, 2023. Towards sparser radar placements: Exploiting vehicle trackability from partial trajectories with a Generator-as-a-Matcher approach. Submitted to the 103rd Annual Meeting of the Transportation Research Board. Washington, D.C. TRBAM-24-01750. 10.13140/RG.2.2.32746.90564

主持项目

• 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

• 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

• 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

• 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

• 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

• 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

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

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

• 2024/2025 IEEE Intelligent Transportation Systems Conference (ITSC 2024/2025)，Associate Editor
  

• Transportation Research Part B: Methodological，期刊审稿人

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

• IEEE Transactions on Intelligent Transportation Systems，期刊审稿人

• Transportmetrica A: Transport Science，期刊审稿人

• Transportmetrica B: Transport Dynamics，期刊审稿人

• Transportation，期刊审稿人

获奖与荣誉

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

• 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）

• 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）