李深

职称:助理研究员

通信地址:清华大学水力实验馆(旧水)310

邮编:100084

电话:010-62772093

Email: sli299@tsinghua.edu.cn

教育背景

2012.9 – 2018.12 美国威斯康辛大学麦迪逊分校 土木与环境工程系 工学博士

2008.9 – 2012.6 吉林大学 车辆工程系 工学学士

工作履历

2021.9 至今           清华大学土木工程系助理研究员

2018.12-2021.8    美国威斯康辛大学麦迪逊分校博士后研究员

2012.9-2018.12    美国威斯康辛大学麦迪逊分校项目研究助理

研究领域

交通大数据挖掘

智能网联交通系统

交通轨迹规划

科研项目

1、威斯康辛州交通厅 VSPOC QAQC Metric Phase 3-Tool Implementation (课题任务编号:0072-39-27/0095-08-82/WO11.21),2019-2020

2、威斯康辛州交通厅 QAQC Metric Phase 2-Prototype Reporting Tool Development (课题任务编号:0072-39-27/0095-98-82, WO11.09),2018-2019

3、美国交通部 2016 Work Zone and Guardrail Safety Training Grants(课题任务编号:693JJ31750006),2016-2019

4、威斯康辛州交通厅 WisTransPortal Traffic Data Management (课题任务编号:0072-39-26/0095-88-60 WO10.27),2017-2018

5、威斯康辛州交通厅 QAQC Wisconsin Lane Closure System Planning and Design (课题任务编号:0656-43-04 WO #10.23),2017-2018

学术兼职

IEEE Intelligent Transportation System Magazine Guest Editor

奖励与荣誉

2021 第六届中国科协优秀科技论文奖

2021 Automotive Innovation最佳论文奖

学术成果

近期主要论文

1.    Shen Li; Keqi Shu; Yang Zhou; Dongpu Cao; Bin Ran; Cooperative critical turning point-based decision-making and planning for CAVH intersection management system, IEEE Transactions on Intelligent Transportation Systems, 2021

2.    Shen Li; Yang Cheng; Peter Jin; Fan Ding; Qing Li; Bin Ran; A feature-based approach to large-scale freeway congestion detection using full cellular activity data, IEEE Transactions on Intelligent Transportation Systems, 2022, 23(2): 1323-1331

3.    Shen Li; Guofa Li; Yang Cheng; Bin Ran; Urban arterial traffic status detection using cellular data without cellphone GPS information, Transportation research part C: emerging technologies, 2020, 114: 446-462

4.    Shen Li; Keqi Shu; Chaoyi Chen; Dongpu Cao; Planning and decision-making for connected autonomous vehicles at road intersections: a review, Chinese Journal of Mechanical Engineering, 2021, 34(133): 1-18

5.    Shen Li; Jian Zhang; Gang Zhong; Bin Ran; A simulation approach to detect arterial traffic congestion using cellular data, Journal of Advanced Transportation, 2022

6.     Yang Liu; Fangyou Wu; Cheng Lyu; Shen Li; Jieping Ye; Xiaobo Qu; Deep dispatching: A deep reinforcement learning approach for vehicle dispatching on online ride-hailing platform, Transportation Research Part E, 2022

7.     Haiyang Yu; Cheng Chang; Shen Li; Li Li; CD-DB: A Data Storage Model for Cooperative Driving, IEEE Transactions on Intelligent Vehicles, 2022

8.     Shuoxuan Dong; Yang Zhou; Tianyi Chen; Shen Li; Qiantong Gao; Bin Ran; An integrated empirical mode decomposition and butter worth filter based vehicle trajectory reconstruction method, Physica A: Statistical Mechanics and its Applications, 2021

9.     Guofa Li; Weiquan Yan; Shen Li; Xingda Qu; Wenbo Chu; Dongpu Cao; A temporal-spatial deep learning approach for driver distraction detection based on EEG signals, IEEE Transactions on Automation Science and Engineering, 2021

10.   Keqi Shu; Huilong Yu; Xingxin Chen; Shen Li; Long Chen; Qi Wang; Li Li; Dongpu Cao; Autonomous driving at intersections: A behavior-oriented critical-turning-point approach for decision making, IEEE/ASME Transactions on Mechatronics, 2021

11.   Guofa Li; Shenglong Li; Shen Li; Xingda Qu; Continuous decision‐making for autonomous driving at intersections using deep deterministic policy gradient, IET Intelligent Transport Systems, 2021

12.   Guofa Li; Yifan Yang; Shen Li; Xingda Qu; Nengchao Lyu; Shengbo Eben Li; Decision makingof autonomous vehicles in lane change scenarios: Deep reinforcement learning approaches with risk awareness, Transportation Research Part C: Emerging Technologies, 2021

13.   Shen Li; Hailong Zhang; Huachun Tan; Zhiyu Zhong; Zhuxi Jiang; An attention-based model for travel energy consumption of electric vehicle with traffic information, Advances in Civil Engineering, 2021

14.   Yang Zheng; Yougang Bian; Shen Li; Shengbo Eben L; Cooperative control of heterogeneous connected vehicles with directed acyclic interactions, IEEE Intelligent Transportation Systems Magazine, 2019, 1: 1-1

15.   Shengbo Eben Li; Qiangqiang Guo; Shaobing Xu; Jingliang Duan; Shen Li; Chengjun Li; Kuifeng Su; Performance enhanced predictive control for adaptive cruise control system considering road elevation information, IEEE Transactions on Intelligent Vehicles, 2017, 2(3): 150-160


发明专利

1.      Bin Ran; Yang Chen; Shen Li; Fan Ding; Jing Jin; Xiaoxuan Chen; Zhen Zhang ; Connected automated vehicle highway systems and methods, 2019-8-13, 美国, US Patent 10,380,886

2.      Bin Ran; Yang Cheng; Shen Li; Zhen Zhang; Fan Ding; Huachun Tan; Yuankai Wu; Shuoxuan Dong; Linhui Ye; Xiaotian Li; Tianyi Chen; Kunsong Shi ; Intelligent road infrastructure system (IRIS): Systems and methods, 2020-1-15, 美国, U.S. Patent 10,692,365

3.    冉斌; 程阳; 李深; 丁璠; 金景; 陈晓轩; 张震 ; コネクテッド自動運転車のハイウエイシステムとそれを用いた方法, 2021-12-1, 日本, 699420