李萌

职称:长聘教授 博士生导师
电话:+86(10)62797962
邮箱:mengli@tsinghua.edu.cn
通信地址:北京市海淀区清华大学新土木馆343
邮编:100084

教育背景

2007/01 - 2010/03,日本名古屋大学,交通工程,博士

2003/01 - 2004/12,美国加州大学伯克利分校,交通工程,工学硕士

2001/08 - 2003/01,美国加州大学伯克利分校,物流与供应链管理,科学硕士

1997/09 - 2001/07,清华大学,土木工程,学士

工作履历

2023/12-至今         清华大学,土木工程系,长聘教授

2021/01-2023/12   清华大学,土木工程系,长聘副教授

2017/07-2020/12   清华大学,土木工程系,副教授

2014/09-至今         清华大学,土木工程系,博士生导师

2010/11-2017/06   清华大学,土木工程系,副研究员

2006/08-2010/08   美国加州大学伯克利分校,多模式交通研究中心,主任

2004/12-2010/08   美国加州大学伯克利分校,智能公交与公路研究所,副研究员

开设课程

1. 《绿色交通系统》清华大学本科生精品课

2. 《智能交通系统基本理论与应用》 研究生课

3. 《智能交通专业创新实践》 实践课

4. 《人工智能产业导引》 本科生课

5. 《科技与人文研讨课》 本科生课

研究领域

智能交通系统

智能网联交通系统

交通大数据建模

应急交通组织与控制

科研项目

1.国家自然科学基金杰青项目,交通系统韧性提升机理与控制,2024/01-2028/12,项目负责人

2.国家重点研发计划项目,基于智慧导航的多模式交通协同疏散研究项目,2024/01-2025/12,项目负责人

3.国家重点研发计划项目,冬奥会交通与安保协同管控体系,2019/03-2021/12,项目负责人

4.北京2022年冬奥会和冬残奥会组委会交通专项,冬奥会交通运行专项测试组织与评估,2021/10-2022/04,项目负责人

5.国家自然科学基金海外合作研究基金,连续空间高密度行人疏导与管理设施优化研究,2019/01-2020/12,项目负责人

6.北京市科技重大专项,基于人地关系大数据的道路交通运行健康诊断关键技术及应用示范,2019/07-2021/06,课题负责人

7.国家优秀青年科学基金项目,交通供需平衡机理与调控、2017/01-2019/12,项目负责人

8.国家科技支撑计划项目,城市核心功能区交通智能联网联控关键技术与示范,2014/01-2016/12,项目负责人

9.国家自然基金重点项目,基于多源检测数据的城市路网交通流主动式管理与控制理论研究,2012/05-2016/12,子课题负责人

10.国家自然基金面上项目,基于智能体仿真的可持续交通综合策略优化研究,2014/01-2017/12,项目负责人

学术兼职

2019.12 至今 IEEE Open Journal of Intelligent Transportation Systems 副主编

2019.05 至今 Smart and Resilient Transportation 副主编

2019.01 至今 国家智能交通标准委员会交通出行信息组 副组长

2018.10 至今 中国智能交通协会静态交通专业委员会 秘书长

2018.07 至今 北京市公安局 特聘专家

2018.01 至今 城市道路交通智能控制技术北京市重点实验室学术委员会委员 特聘专家

2017.12 至今 中国交通运输协会青年科技工作者委员会 副主任

2016.05 至今 亚太运筹学杂志(SCI) 副主编

2015.10 至今 Journal of Intelligent Transportation Systems(SCI) 编委

2014.04 至今 美国科学院交通研究委员会(TRB)交通信号系统(AHB25)学术委员会 委员

2013.12 至今 世界交通研究学会(WCTRS)学术委员会 委员

2014.12 至今 世界交通研究学会(WCTRS)区域宏观交通管理专委员会 主席

2006.01 至今 美国交通工程协会(ITE)智能交通信号控制(ITSO) 委员

2002.01 至今 美国土木工程师协会(ASCE) 会员

2002.01 至今 海外华人交通协会(COTA) 成员

2006.01 至今 国际华人交通运输协会(ICTPA) 成员

奖励与荣誉

2023年,国家杰出青年科学基金项目

2022年,中国智能交通协会技术发明奖一等奖

2020年,安徽省科学技术奖一等奖

2019年,中国智能交通协会中青年科技创新领军人才

2019年,中国智能交通协会科学技术奖一等奖

2019年,地理信息协会科技进步奖特等奖

2018年,公安部科技进步一等奖

2018年,中国智能交通协会突出贡献专家

2018年,第十八届COTA国际交通科技年会最佳论文

2017年,北京市教育教学成果一等奖

2016年,国家自然科学基金优秀青年科学基金

2015年,中国智能交通协会突出贡献专家

2015年,第十五届COTA国际交通科技年会最佳论文奖

2015年,清华大学教学成果一等奖

2013年,第十三届COTA国际交通科技年会最佳论文奖

2011年,国家科学技术进步奖二等奖

学术成果

1、专著

[1] 《公共交通系统原理—规划、运营与实时控制》,清华大学出版社, 2023

[2] 《公共交通系统规划及运营原理》,人民交通出版社股份有限公司, 2017

[3] 《城市交通拥堵治理实践》,人民交通出版社, 2013

[4] 《Traffic Data Collection and its Standardization》, Springer, 2010


2、标准

[1]《道路交通拥堵经济损失评估指南》(GA/T 1248-2015)

[2]《Android应用质量技术要求及评分细则》(TAF-WG2-AS0044)


3、代表性论文(*通讯作者)

1.Ke Zhang&, Meng Li*, Jiguang Wang, Yunxuan Li, Xi Lin. A Two-stage Learning-based method for Large-scale On-demand pickup and delivery services with soft time windows[J]. Transportation Research Part C: Emerging Technologies, Jun. 2023, 151: 104122.

2.Zhengchao Zhang&, Meng Li*. Finding Paths With Least Expected Time in Stochastic Time-Varying Networks Considering Uncertainty of Prediction Information[J]. IEEE Transactions on Intelligent Transportation Systems, Aug. 2023.

3.Xiangdong Chen&, Xi Lin, Meng Li*, Fang He, Qiang Meng. A nearly throughput-maximum knotted intersection design and control for connected and automated vehicles[J]. Transportation Research Part B: Methodological, May 2023, 171: 44-79.

4.Qingquan Liu&, Xi Lin, Meng Li*, Li Li, Fang He. Coordinated lane-changing scheduling of multilane CAV platoons in heterogeneous scenarios[J]. Transportation Research Part C: Emerging Technologies, Feb. 2023, 147: 103992.

5.Ke Zhang&, Xi Lin, Meng Li*. Graph attention reinforcement learning with flexible matching policies for multi-depot vehicle routing problems[J]. Physica A-Satistical Mechanics and its Applications, Feb. 2023, 611: 128451.

6.Meng Li*, Peng Tang&, Xi Lin, Fang He. Multistage planning of electric transit charging facilities under build-operate-transfer model, Transportation Research Part D-Transport and Environment, Jan. 2022, 102.

7.Chen Yang&, Xi Lin, Meng Li*, Fang He. Simulation Comparisons of Vehicle-Based and Movement-Based Traffic Control for Autonomous Vehicles at Isolated Intersections[J]. IEEE Transactions on Intelligent Transportation Systems, Dec. 2022, 23(12): 22954-22970.

8.Ke Zhang&, Xi Lin, Meng Li*. Transformer-Based Reinforcement Learning for Pickup and Delivery Problems With Late Penalties[J]. IEEE Transactions on Intelligent Transportation Systems, Dec. 2022, 23(12): 24649-24661.

9.Chen Yang&, Xiangdong Chen&, Xi Lin, Meng Li* . Coordinated trajectory planning for lane-changing in the weaving areas of dedicated lanes for connected and automated vehicles[J]. Transportation Research Part C: Emerging Technologies, Nov. 2022, 144: 103864.

10.Huimin Yan&, Meng Li*, Xi Lin. Time-dependent on-street parking planning in a connected and automated environment[J]. Transportation Research Part C: Emerging Technologies, Sep. 2022, 142: 103745.

11.Yineng Wang, Xi Lin, Fang He*, Meng Li. Designing transit-oriented multi-modal transportation systems considering travelers’ choices[J]. Transportation Research Part B: Methodological, Aug. 2022, 162: 292-327.

12.Xiangdong Chen&, Xi Lin, Meng Li*, Fang He. Network-level control of heterogeneous automated traffic guaranteeing bus priority[J]. Transportation Research Part C: Emerging Technologies, Jul. 2022, 140: 103671.

13.Xiangdong Chen&, Xi Lin, Meng Li*, Fang He. Multi-rhythm control for heterogeneous traffic and road networks in CAV environments[J]. Transportation Research Part E: Logistics and Transportation Review, Apr. 2022, 160: 102672.

14.Yunxuan Li, Meng Li*, Jinghui Yuan, Jian Lu, Mohamed Abdel-Aty. Analysis and prediction of intersection traffic violations using automated enforcement system data, Accident Analysis and Prevention, Nov. 2021, 162.

15.Yunlong An&, Xi Lin, Meng Li*, Fang He. Dynamic governance decisions on multi-modal inter-city travel during a large-scale epidemic spreading[J]. Transport Policy, Apr. 2021, 104: 29-42.

16.Zhengchao Zhang&, Fang He, Xi Lin, Yinhai Wang, Meng Li*. High - performance traffic speed forecasting based on spatiotemporal clustering of road segments[J]. IET Intelligent Transport Systems, Feb. 2021, 15(2), 225-234.

17.Han Liu, Hao Yin, Yang Zhou, Meng Li*. Cooperative hypercube queuing model for emergency service systems[J]. Journal of Advanced Transportation, Jan. 2021, 2021: 6653573.

18.Xi Lin, Meng Li, Zuo-Jun Max Shen, Yafeng Yin, Fang He*. Rhythmic control of automated traffic—Part II: Grid network rhythm and online routing[J]. Transportation Science, Aug. 2021, 55(5): 988-1009.

19.Xiangdong Chen&, Meng Li, Xi Lin, Yafeng Yin, Fang He*. Rhythmic Control of Automated Traffic—Part I: Concept and Properties at Isolated Intersections[J]. Transportation Science, Jul. 2021, 55(5), 969-987.

20.Sen Luan, Xiaolei Ma*, Meng Li, Yuelong Su, Zhenning Dong. Detecting and interpreting non‐recurrent congestion from traffic and social media data[J]. IET Intelligent Transport Systems, Aug. 2021, 15(12): 1461-1477.

21.Xiaoyan Wang&, Xi Lin, Meng Li*. Aggregate modeling and equilibrium analysis of the crowdsourcing market for autonomous vehicles[J]. Transportation Research Part C: Emerging Technologies, Nov. 2021, 132: 103362.

22.Zhengchao Zhang&, Xi Lin, Meng Li*, Yinhai Wang. A customized deep learning approach to integrate network-scale online traffic data imputation and prediction[J]. Transportation Research Part C: Emerging Technologies, Nov. 2021, 132: 103372.

23.Kaiping Wang&, Mingzhu Song, Meng Li*. Cooperative Multi-UAV Conflict Avoidance Planning in a Complex Urban Environment[J]. Sustainability, Apr. 2021, 13(12): 6807.

24.Xi Lin, Chengzhang Wang, Kaiping Wang&, Meng Li*,Xiangqian Yu. Trajectory planning for unmanned aerial vehicles in complicated urban environments: A control network approach[J]. Transportation Research Part C: Emerging Technologies, Jul. 2021, 128: 103120.

25.Ke Zhang&, Fang He, Zhengchao Zhang&, Xi Lin, Meng Li*. Graph attention temporal convolutional network for traffic speed forecasting on road networks[J]. Transportmetrica B: Transport Dynamics, Aug. 2021, 9(1): 153-171.

26.Chengzhang Wang, Xi Lin, Fang He, Max Zuo-jun Shen, Meng Li*. Hybrid of fixed and mobile charging systems for electric vehicles: System design and analysis[J]. Transportation Research Part C: Emerging Technologies, May. 2021, 126: 103068.

27.Yineng Wang, Meng Li, Xi Lin, Fang He*. Online operations strategies for automated multistory parking facilities[J]. Transportation Research Part E: Logistics and Transportation Review, Jan. 2021, 145: 102135.

28.Ke Zhang&, Fang He, Zhengchao Zhang&, Xi Lin, Meng Li*. Multi-vehicle routing problems with soft time windows: A multi-agent reinforcement learning approach, Transportation Research Part C: Emerging Technologies, Dec. 2020, 121.

29.Zhengchao Zhang&, Meng Li*, Xi Lin, Yinhai Wang. Network-wide traffic flow estimation with insufficient volume detection and crowdsourcing data, Transportation Research Part C: Emerging Technologies, Dec. 2020, 121.

30.Xindi Tang, Meng Li, Xi Lin, Fang He*. Online operations of automated electric taxi fleets: An advisor-student reinforcement learning framework[J]. Transportation Research Part C: Emerging Technologies, Dec. 2020, 121: 102844.

31.Xiangdong Chen&, Xi Lin, Fang He, Meng Li*. Modeling and control of automated vehicle access on dedicated bus rapid transit lanes[J]. Transportation Research Part C: Emerging Technologies, Nov. 2020, 120: 102795.

32.Yunlong An&; Meng Li; Xi Lin; Fang He*; Yinhai Wang.Space-time routing in dedicated automated vehicle zones[J]. Transportation Research Part C: Emerging Technologies, Nov. 2020, 120: 102777.

33.Peng Tang&; Fang He; Xi Lin; Meng Li*. Online-to-offline mobile charging system for electric vehicles: Strategic planning and online operation[J]. Transportation Research Part D: Transport and Environment, Oct. 2020, 87: 102522.

34.Huiping Li&; Meng Li; Xi Lin; Fang He*, Yinhai Wang. A spatiotemporal approach for traffic data imputation with complicated missing patterns[J]. Transportation Research Part C: Emerging Technologies, Oct. 2020, 119: 102730.

35.Sen Luan, Meng Li, Xin Li, Xiaolei Ma*. Effects of built environment on bicycle wrong Way riding behavior: A data-driven approach[J]. Accident Analysis & Prevention, Sep. 2020, 144: 105613.

36.Zhixiong Luo, Fang He, Xi Lin, Jianjun Wu, Meng Li*. Joint deployment of charging stations and photovoltaic power plants for electric vehicles[J]. Transportation Research Part D: Transport and Environment, Feb. 2020, 79: 102247.

37.Ruijie Lin, Haitao Xu*, Meng Li, Zhen Zhang. Resource allocation in edge-computing based wireless networks based on differential game and feedback control[J]. CMC-Computers Materials & Continua, 2020, 64(2): 961-972.

38.Zhengchao Zhang&, Meng Li, Xi Lin, Yinhai Wang, Fang He*. Multistep speed prediction on traffic networks: A deep learning approach considering spatio-temporal dependencies, Transportation Research Part C: Emerging Technologies, Aug. 2019,105, 297-322.

39.Yanni Yang*, Meng Li, Jiaying Yu &, Fang He. Expressway bottleneck pattern identification using traffic big data—The case of ring roads in Beijing, China[J]. Journal of Intelligent Transportation Systems, Mar. 2019, 24(1): 54-67.

40.Xi Lin, Fang He*, Meng Li, Yulin Liu. On the Existence of System-Optimum–Inducing Tolling Functions for Transportation Networks[J]. Transportation Science, Sep. 2020, 54(6): 1535-1554.

41.何方, 罗志雄, 杨艳妮, 李萌*. 考虑回路因素的电动汽车最短路问题研究[J]. 交通运输系统工程与信息, 20(2), 181.

42.Chengzhang Wang, Fang He, Xi Lin, Zuo-Jun Max Shen, Meng Li*. Designing locations and capacities for charging stations to support intercity travel of electric vehicles: An expanded network approach[J]. Transportation Research Part C: Emerging Technologies, May. 2019, 102: 210-232.

43.Huiping Li&, Fang He, Xi Lin, Yinhai Wang, Meng Li*.Travel time reliability measure based on predictability using the Lempel–Ziv algorithm[J]. Transportation Research Part C: Emerging Technologies, Apr. 2019, 101: 161-180.

44.Zhibin Chen, Xi Lin, Yafeng Yin*, Meng Li. Path controlling of automated vehicles for system optimum on transportation networks with heterogeneous traffic stream[J]. Transportation Research Part C: Jan. 2020, 110: 312-329.

45.Huimin Yan&, Fang He, Xi Lin, Jiaying Yu&, Meng Li*. Network-level multiband signal coordination scheme based on vehicle trajectory data[J]. Transportation Research Part C: Emerging Technologies, Oct. 2019, 107:266-286.

46.杨艳妮, 席与焜, 申媛菲, 何方, 李萌*. 大数据驱动的公共交通系统出行方式选择特性研究[J]. 交通运输系统工程与信息, 2019, (01): 69-75.

47.安云龙&, 李萌*, 郭娅明, 许定源, 林犀, 何方. 基于海量数据的城市绕行比率研究[J]. 交通信息与安全, 2019, (6): 121-127.

48.Meng Li, Xiqun Chen*, Xi Lin, Dingyuan Xu, Yinhai Wang. Connected vehicle-based red-light running prediction for adaptive signalized intersections[J]. Journal of Intelligent Transportation Systems, 22(3), pp.229-243, 2018.

49.Fang He, Jie Yang, Meng Li*. Vehicle scheduling under stochastic trip times: An approximate dynamic programming approach[J]. Transportation Research Part C: Emerging Technologies, Nov. 2018, 96: 144-159.

50.Xi Lin, Meng Li, Fang He*. Nonlinear pricing in linear cities with elastic demands[J]. Transportation Research Part C: Emerging Technologies, Oct. 2018, 95: 616-635.