一、研究领域
智能交通系统、交通大数据、低碳交通与可持续等
二、教育背景
2016/08-2017/09,The University of Texas at Austin,交通工程,联合培养博士
2012/09-2017/12,长安大学,道路与铁道工程,博士(硕博连读)
2008/09-2012/06,长安大学,公路工程,学士
三、工作履历
2024/01至今,深圳技术大学,副教授
2020/04-2023/12,深圳技术大学,助理教授
2019/05-2020/03,Purdue University,博士后研究员
2018/01-2019/04,The University of Texas at Austin,博士后研究员
四、研究成果
1.科研项目:
[1]广东省基础与应用基础研究基金面上项目.网联汽车稀疏探测模式下车辆轨迹重建与动态交通状态估计,2024.01-2026.12,经费15万元,在研,主持;
[2]广东省基础与应用基础研究基金区域联合基金青年基金项目.非GPS模式下低成本城市交通移动监测系统关键技术,2020.10-2023.10,经费10万元,结题,主持;
[3]深圳技术大学高端人才科研启动项目.车路协同模式下实时道路交通环境感知系统研究,2022.01-2024.12,经费270万元,在研,主持;
[4]深圳技术大学第六批校企合作研发项目.基于智能移动车载终端的路面质量动态监测与评估系统,2022.07-2023.12,经费85万元,在研,主持;
[5]深圳市哲学社会科学规划课题重点项目,“双碳”目标下深圳建设绿色城市交通系统优化及出行模式引导研究(SZ2022A009),2023.01-2024.07,经费30万元,结题,主要参与;
[6]广东省高校轨道交通智慧运维工程技术开发中心开放基金项目.基于低成本探测车的实时交通状态识别与估计,2020.07-2023.06,经费5万元,结题,主持;
[7]美国能源部(USDOE),基于能量最优的交通枢纽多模式实时行程调度(Multi-modal Energy-optimal Trip Scheduling in Real-time (METS-R) for Transportation Hubs),2019.05-2020.02,经费120万美元,结题,主要参与;
[8]美国德克萨斯州交通部(TxDOT),得克萨斯州网联自动交通系统(Bringing Smart Transport to Texans: Ensuring the Benefits of a Connected and Autonomous Transport System in Texas),2016.08-2019.04,经费150万美元,结题,主要参与;
[9]美国德克萨斯州交通部(TxDOT),基于新型数据采集、共享和传播技术的恶劣气候条件下道路管理(Enhancing Road Weather Management during Wildfires and Flash Floods through New Data Collection, Sharing, and Public Dissemination Technologies),2017.01-2019.04,经费120万美元,结题,主要参与。
2.期刊论文:
[1]Tian Lei, Shuocheng Guo, Xinwu Qian*, Lei Gong. Understanding charging dynamics of fully-electrified taxi services using large-scale trajectory data. Transportation Research Part C, 2022, 143(2022): 103822. (JCR一区)
[2] Yuntao Guo, Xinwu Qian*,Tian Lei*, Shuocheng Guo, Lei Gong. Modeling the preference of electric shared mobility drivers in choosing charging stations. Transportation Research Part D, 2022, 110(2022): 103399. (JCR一区)
[3] Xiaohong Yin, Jingpeng Wen,Tian Lei*, Gaoyao Xiao, Qihua Zhan. IMA‐LSTM: An Interaction‐Based Model Combining Multihead Attention with LSTM for Trajectory Prediction in Multivehicle Interaction Scenario[J]. International Journal of Intelligent Systems, 2024, 2024(1): 3058863. (JCR一区)
[4] Lei Gong, Pengfei Han,Tian Lei*, Baicheng Li, Qin Luo, Cheng Zhu. Analyzing the transfer duration of public transport passengers using classification and regression tree-multiple-Cox proportional hazards (CART-Multi-Cox) model. Transportation Letters - The International Journal of Transportation Research, 2024: 1-16. (JCR二区)
[5] Qihua Zhan, Yuxin Ding,Tian Lei*, Xiaohong Yin, Leyu Wei, Yunpeng Liu, Qin Luo. Abnormal pavement condition detection with vehicle posture data considering speed variations[J]. Sensors, 2024, 24(14): 4555. (JCR二区)
[6]Tian Lei, Gaoyao Xiao, Xiaohong Yin*, Targeting Lane-Level Map Matching for Smart Vehicles: Construction of High-Definition Road Maps Based on GIS, Applied Sciences, 2023, 13(2): 862. (JCR二区)
[7] Leyu Wei, Lichan Liang,Tian Lei*, Xiaohong Yin, Yanyan Wang, Mingyu Gao and Yunpeng Liu. On-Board Unit (OBU)-Supported Longitudinal Driving Behavior Monitoring Using Machine Learning Approaches. Sensors, 2023, 23(15): 6708. (JCR二区)
[8] Lei Gong, TianxuWang*,Tian Lei*, Qin Luo, Zhu Han and Yihong Mo. Daily Travel Mode Choice Considering Carbon Credit Incentive (CCI)—An Application of the Integrated Choice and Latent Variable (ICLV) Model. Sustainability, 2023, 15(20): 14809. (JCR二区)
[9] Donghui Shan,Tian Lei*, Xiaohong Yin, Qin Luo, Lei Gong. Extracting Key Traffic Parameters from UAV Video with On-Board Vehicle Data Validation, Sensors, 2021, 21(16).(JCR二区)
[10]Tian Lei, Jia Peng*, Xingliang Liu, Qin Luo. Crash Prediction on Expressway Incorporating Traffic Flow Continuity Parameters Based on Machine Learning Approach. Journal of Advanced Transportation, 2021, 2021: 8820402. (JCR三区)
[11] Xinwu Qian,Tian Lei, Jiawei Xue, Zengxiang Lei, Satish V. Ukkusuri*. Impact of transportation network companies on urban congestion: Evidences from large-scale trajectory data. Sustainable Cities and Society, 2020, 55 (2020): 102053. (JCR一区)
[12]Tian Lei, Christian G. Claudel. Viability constraints for computing solutions to the LWR model involving partial autonomous vehicle flows. Set-Valued and Variational Analysis, 2019,27(3): 747-761. (JCR二区)
[13]Tian Lei, Jinliang Xu*, Xingli Jia, Leyu Wei, Lin Tian. Impact of high-altitude on truck’s climbing speed: case study in Qinghai-Tibet plateau area in China. Journal of Advanced Transportation, 2019,(2019): 1-14. (JCR二区)
[14]Leyu Wei, Jinliang Xu,Tian Lei, Menghui Li, Xingliang Liu, and Haoru Li. Simulation and Experimental Analyses of Microscopic Traffic Characteristics under a Contraflow Strategy. Applied Sciences, 13,2019. (JCR二区)
[15]Tian Lei,Abdullah Mohamed, Christian G. Claudel*. An IMU-based traffic and road condition monitoring system. HardwareX (Elsevier),4(2018),e000045. (EI)
3.著作章节:
»Tian Lei, Alexander Minbaev, Christian G. Claudel. A privacy-preserving urban traffic estimation system. (Transportation Analytics in the Era of Big Data). 2019, vol 4. Springer.
4.会议论文:
[1] Qiuyue Huang,Tian Lei*, Lei Gong, Fangcai Chen, Qihua Zhan, Qin Luo, Jingjing Chen. Charging Demand Estimation for Electric Taxi using Data-driven Approach combined with Bounded Rational Behavior Modeling. 103rdAnnual Meeting of the Transportation Research Board, 2024, Washington, D.C.
[2] Qihua Zhan, Yuxin Ding,Tian Lei*, Xiaohong Yin, Lichan Liang, Qiuyue Huang. Active Congestion Detection in Vehicle-to-Vehicle (V2V) Scenarios with an Integrated Multi-layer Information Fusion Approach. 103rdAnnual Meeting of the Transportation Research Board, 2024, Washington, D.C.
[3] Jingpeng Wen,Tian Lei*, Xiaohong Yin, Gaoyao Xiao, Qihua Zhan. IMA-LSTM: An Interaction-based Model combining Multi-head Attention with LSTM for Trajectory Prediction in Multi-vehicle Interaction Scenario. 103rdAnnual Meeting of the Transportation Research Board, 2024, Washington, D.C.
[4] Pengfei Han,Tian Lei,Lei Gong*, Qihua Zhan, Cheng Zhu. Analyzing the Transfer Duration of Public Transport Passengers Using Classification and Regression Tree-Multiple-Cox Proportional Hazards (CART-Multi-Cox) Model. 103rdAnnual Meeting of the Transportation Research Board, 2024, Washington, D.C.
[5] Tianxu Wang,Tian Lei, Lei Gong*, Qin Luo, Zhu Han, Yihong Mo. Daily Travel Mode Choice Considering Carbon Credit as an Incentive - an Application of the Integrated Choice and Latent Variable (ICLV) Model. 103rdAnnual Meeting of the Transportation Research Board, 2024, Washington, D.C.
[6] Yuntao Guo, Xinwu Qian*,Tian Lei, Shuocheng Guo, Lei Gong. Modeling the Electric Shared Mobility Drivers’ Charging Station Preference. 102ndAnnual Meeting of the Transportation Research Board, 2023, Washington, D.C.
[7]Tian Lei, Donghui Shan, Fengjiao Long, Qihua Zhan, Qiuyue Huang, Lei Gong*. Understanding Severity of Truck-involved Crashes on Mountainous Expressway Considering Vehicle Types and Road Alignment Specifications. 102ndAnnual Meeting of the Transportation Research Board, 2023, Washington, D.C.
[8] Jingpeng Wen, Qihua Zhan,Tian Lei*, Xiaohong Yin, Jingjing Chen, Gaoyao Xiao. Vehicle Trajectory Prediction considering Multi-Vehicle Interaction using Deep Learning. 2023 7th International Conference on Transportation Information and Safety (ICTIS), Xi'an, China, 2023, pp. 2294-2306.
[9] Qiuyue Huang, Fangcai Chen,Tian Lei*, Qihua Zhan, Donghui Shan and Lei Gong, Investigating the Influencing Factors of Vehicles’ Lateral Position Stability on Expressway. 2023 7th International Conference on Transportation Information and Safety (ICTIS), Xi'an, China, 2023, pp. 2294-2306. (EI)
[10] Qihua Zhan,Tian Lei*, Yunpeng Liu, Luyu Wei, Huangtao Zhou, Xiaolin Cai. Monitoring Abnormal Pavement Conditions with low-cost Mobile Sensing Technique based on Machine Learning Approach. CICTP 2023, Beijing, China, 2023.
[11] Fengjiao Long, Qiuyue Huang, Donghui Shan,Tian Lei*, Qihua Zhan, and Lei Gong. Understanding the Severity of Truck-Involved Crashes on Mountainous Expressways Considering Vehicle Types and Road Alignment Specifications. CICTP 2023, Beijing, China, 2023. (EI)
[12]Tian Lei, Shuocheng Guo, Xinwu Qian*, Lei Gong. Understanding charging dynamics of fully electrified taxi services using large-scale trajectory data. 101stAnnual Meeting of the Transportation Research Board, 2022, Washington, D.C.
[13] Shan Huang, Jingjing Chen, Qin Luo,Tian Lei*. A Multi-task Oriented Optimization Method for Urban Rail Overhaul Workflow based on Critical Chain Method. ICITE2022 Conference Proceedings, IEEE, 2022. (EI)
[14] Xinwu Qian,Tian Lei, Jiawei Xue, Zengxiang Lei, Satish V. Ukkusuri*. Impact of transportation network companies on urban congestion: Evidences from large-scale trajectory data. 99thTransportation Research Board Annual Meeting, 2020, Washington, D.C.
[15]Tian Lei, Christian G. Claudel. Inertial Measurement Units-based probe vehicles: Path reconstruction and map matching. IEEE the International Conference on Intelligent Transportation Systems (ITSC), 2018: 2899-2904. (EI)
[16]Tian Lei, Christian G. Claudel. A Viability theory based algorithm for computing solutions to the LWR model involving partial autonomous vehicle flows. 97thTransportation Research Board Annual Meeting, 2018, Washington, D.C.
5.专利
[1]雷天,占启华,丁煜鑫,尹晓红,王燕燕,宫磊,罗钦,唐瑞雪.一种道路交通状态评估方法、装置、终端及存储介质,发明专利,已授权,专利号:ZL 2024 1 0590460.8.
[2]雷天,尹晓红,王燕燕,宫磊,罗钦,唐瑞雪,刘云鹏,魏乐宇.一种驾驶安全风险识别预警方法、装置、终端及存储介质,发明专利,已授权,专利号:ZL 202311657305.5
[3]雷天,占启华,黄秋月,刘云鹏,魏乐宇,宫磊,尹晓红,王燕燕,唐瑞雪.一种基于多层数据融合的路面质量动态监测与评估方法,发明专利,已授权,专利号:ZL 202310638876.8
[4]雷天,单东辉,黄晓,魏乐宇,尹晓红,王燕燕,宫磊.基于无人机视频的互通立交交通量的采集方法及相关装置,发明专利,已授权,专利号:ZL 202211211637 .6
[5]唐瑞雪,陈菁菁,刘晓玲,梁馨云,王燕燕,张雄飞,雷天.用于道路隐患排查的无人机群协同路径规划方法及系统,发明专利,已授权,专利号:ZL 2024 1 0689666.6
[6]王燕燕,李岱,尹晓红,雷天.一种用于交通信息感知的移动式路侧检测装置,实用新型专利,已授权,专利号:ZL 2022 2 0078909.9
[7]王燕燕,李振辉,方俊龙, 卢兆基,尹晓红,雷天.基于超声波的车流信息检测装置,用新型专利,已授权,专利号:ZL 2021 2 3121473.1
[8]王燕燕,李岱,尹晓红,雷天,唐瑞雪.交通信息检测装置,外观设计专利,已授权,专利号:ZL 2022 3 0018563.9
五、荣誉及获奖
1.个人荣誉及获奖
[1] 2023年度《中国公路学报》优秀审稿专家.
[2] 2021-2025年,深圳市海外高层次C类人才(孔雀计划).
[3] 2021-2022学年度深圳技术大学教师讲课竞赛三等奖.
2.指导学生获奖
[1]第八届全国高校智能交通创新创业大赛二等奖. 2024,指导教师.
[2]第十九届全国大学生交通运输科技大赛三等奖. 2024,指导教师.
[3]第十八届全国大学生交通运输科技大赛三等奖. 2023,指导教师.
[4]第二届深圳技术大学交通运输科技大赛三等奖. 2021,指导教师.
[5] 2023届深圳技术大学本科优秀毕业论文. 2023,指导教师.
[6]深圳技术大学2024年度大学生创新发展基金项目. 2024,指导教师.
[7]深圳技术大学2023年度大学生创新发展基金项目. 2023,指导教师.
[8]深圳技术大学2021年度大学生创新发展基金项目. 2021,指导教师.
六、主讲课程
本科生课程:交通工程学;传感器原理与交通信息检测技术;Intelligent Transportation Systems(德国奥格斯堡应用技术大学在线课程;国际周课程)
研究生课程:智能交通系统
Email: leitian@sztu.edu.cn