登录TOPS×

*


*

验证码加载中……

请先拖动验证码到相应位置


——  孙  剑  教  授  课  题  组  ——
秦国阳

秦国阳

性别 出生年月 1993-05
年级 2022级博士后 籍贯 四川成都
QQ 673759941 E-mail 2015qgy@tongji.edu.cn

阅读()

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 C、IEEE T-ITS、Transportation等期刊审稿人、交通理论顶级会议ISTTT 25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(10

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
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(4

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.
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

B299A

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

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
  8EABA 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

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

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(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

学术服务

  • 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

  • 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

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)


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

Creative Commons License TOPS课题组 页面浏览465,829次/访客70,123人次