| 性别 | 男 | 出生年月 | 1993-05 |
| 年级 | 2022级博士后 | 籍贯 | 四川成都 |
| 673759941 | 2015qgy@tongji.edu.cn |
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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发文10篇（一作4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、Transportation等期刊审稿人、交通理论顶级会议ISTTT25组委会秘书等。
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
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
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
期刊论文（10） |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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（5） |
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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. |
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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. |
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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 |
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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 |
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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 |
工作论文（3） |
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Guoyang Qin, Shidi Deng, Qi Luo*, Jian Sun, 2023. Privacy-preserving traffic assignment for multimodal transportation systems. Submitted to Transportation Research Part B: Methodological (Under 1st round of review). 10.13140/RG.2.2.29520.07687 |
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Bufan Feng, Guoyang Qin*, Jian Sun, 2023. Saddle point bottlenecks: The cause of disintegration of large-scale urban traffic networks. Submitted to the 103rd Annual Meeting of the Transportation Research Board. Washington, D.C. TRBAM-24-02104. 10.13140/RG.2.2.10202.52167 |
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Tong Nie, Guoyang Qin, Lijun Sun, Yunpeng Wang, Jian Sun*, 2023. Nexus sine qua non: Essentially connected networks for traffic forecasting. Submitted to the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI-24), Vancouver. 6394. 10.48550/arXiv.2307.01482 |
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（2022YFB2602105）：城市交通基础设施数字孪生原型系统及应用验证，2023.01-2026.12
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
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
Transportation，期刊审稿人
Transportmetrica B: Transport Dynamics，期刊审稿人
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）
电话：021-69583650 管理员邮箱：2015qgy@tongji.edu.cn
地址：上海市曹安公路4800号同济大学交通运输工程学院A440 邮编：201804
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