| 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7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 C、IEEE T-ITS等期刊审稿人、交通理论顶级会议ISTTT 25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（7） |
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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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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（3） |
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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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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 |
工作论文（7） |
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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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Tong Nie, Guoyang Qin, Yunpeng Wang, Jian Sun*, 2023. Towards better traffic volume estimation: Tackling both underdetermined and non-equilibrium problems via a correlation-adaptive graph convolution network. Submitted to Transportation Research Part C: Emerging Technologies (Under 1st round of review). 10.48550/arXiv.2303.05660 |
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Xuejian Chen, Guoyang Qin, Toru Seo, Jian Sun*, 2023. A macro-micro approach to reconstructing vehicle trajectories on multi-lane freeways with lane changing. Submitted to Transportation Research Part C: Emerging Technologies (Under 1st round of review). 10.48550/arXiv.2306.05627 |
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Shuhan Qiu, Guoyang Qin, Melvin Wong, Yiyun Wang, Jian Sun*, 2023. RoutesFormer: A sequence-based route choice Transformer for efficient path inference from sparse trajectories. Submitted to Transportation Research Part C: Emerging Technologies (Under 1st round of review). 10.13140/RG.2.2.27220.17285/1 |
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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 |
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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
Transportation Research Part C: Emerging Technologies，期刊审稿人
IEEE Transactions on Intelligent Transportation Systems，期刊审稿人
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
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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