基本信息

吕宜生  男  硕导  中国科学院自动化研究所
电子邮件: yisheng.lv@ia.ac.cn, yisheng.casia@gmail.com
通信地址: 北京市海淀区中关村东路95号智能化大厦1112房间
邮政编码: 100190

研究领域

AI in Transportation: 机器学习,深度学习,智能控制,平行交通,交通大数据,交通控制,智能交通

招生信息

欢迎攻读硕士学位、博士学位、博士后或实习生的同学联系我。

现招实习生,在读本科大三以上/硕士/博士,要求数学和计算机编程基础好,方向

1. 基于深度学习的大规模交通预测与控制

2.基于人工智能增强的无人驾驶仿真平台

3.社会交通舆情分析

教育背景

2007-09--2010-07   中国科学院自动化研究所   博士
2005-09--2007-07   哈尔滨工业大学   硕士
2001-09--2005-07   哈尔滨工业大学   本科

工作经历

2010-07至今,中国科学院自动化研究所复杂系统管理与控制国家重点实验室,助理研究员、副研究员
2014-02--2015--02,Northwestern University,Visiting Scholar

学术兼职

自动化学报编委

中国自动化学会综合智能交通专委会委员

IEEE Senior Member

Chair of Technical Committee on ITS Education of IEEE Intelligent Transportation Systems Society

IFAC Technical Committee on Transportation Systems, Member



获奖情况

2015 IEEE ITS Outstanding Application Award: ACP-based Qingdao Parallel Urban Traffic Management and Control System

学术论文

-Refereed Journal Paper
[1] Yisheng Lv, Yuanyuan Chen, Xiqiao Zhang, Yanjie Duan, Naiqiang Li. Social Media based Transportation Research: the State of the Work and the Networking.     IEEE/CAA Journal of Automatica Sinica, 2017, 4(1): 19-26.
[2] Yisheng Lv, Yanjie Duan, Wenwen Kang, Zhengxi Li, Fei-Yue Wang. Traffic Flow Prediction With Big Data: A Deep Learning Approach. IEEE Transactions on Intelligent Transportation Systems, 2015, 16: 865–873. ( IEEE T-ITS Most Popular Article)
[3] Yisheng Lv, Xiqiao Zhang, Wenwen Kang, Yanjie Duan. Managing Emergency Traffic Evacuation with a Partially Random Destination Allocation Strategy: A Computational-Experiment-Based Optimization Approach. IEEE Transactions on Intelligent Transportation Systems, 2015, 16: 2182–2191.
[4] Yanjie Duan, Yisheng Lv, Yu-Liang Liu, Fei-Yue Wang. An Efficient Realization of Deep Learning for Traffic Data Imputation. Transportation Research Part C, 2016, 72: 168-181.  (Corresponding Author)
[5] Li Li, Yisheng Lv, Fei-Yue Wang. Traffic Signal Timing via Deep Reinforcement Learning. IEEE/CAA Journal of Automatica Sinica, 2016, 3: 247-254. (Corresponding Author)
[6] Yanjie Duan, Yisheng Lv, Jie Zhang, Xueliang Zhao, Fei-Yue Wang. Deep Learning for Control: The State of the Art and Prospects. Acta Automatica Sinica, 2016, 42(5): 643-654. (in Chinese)
[7] Chengdong Li, Yisheng Lv, Jianqiang Yi, and Guiqing Zhang. Pruned Fast Learning Fuzzy Approach for Data-Driven Traffic Flow Prediction. Journal of Advanced Computational Intelligence and Intelligent Informatics, 2016, 20(7): 1181-1191.
[8] Gang Xiong, Xisong Dong, Dong Fan, Fenghua Zhu, Kunfeng Wang, Yisheng Lv. Parallel Traffic Management System and Its Application to the 2010 Asian Games. IEEE Transactions on Intelligent Transportation Systems, 2013, 14(1): 225-235.
[9] Hai-Rong Dong, Bin Ning, Gao-You Qin, YiSheng Lv, Lefei Li. Urban Rail Emergency Response Using Pedestrian Dynamics. IEEE Intelligent Systems, 2012, 27(1): 52-55.
[10] Qinghai Miao, Fenghua Zhu, Yisheng Lv, Changjian Cheng, Cheng Chen, Xiaogang Qiu. A Game Engine based Platform for modeling and Computing of Artificial Transportation Systems. IEEE Transactions on Intelligent Transportation Systems, 2011, 12(2): 343-353.
[11] Hongxia Zhao, Shuming Tang, Yisheng Lv. Generating Artificial Populations for Traffic Microsimulation. IEEE Intelligent Transportation Systems Magazine, 2009, 1(3):22-28.
[12] Shuang Li, Wei Deng, Yisheng Lv. Combined Modal Split and Assignment Model for the Multimodal Transportation Network of the Economic Circle in China. Transport, 2009, 24(3): 241-248.
[13] Yisheng Lv, Yan Ou, Shuming Tang, Fenghua Zhu, Hongxia Zhao. Computational Experiments of Evaluating Road Network Traffic Conditions based on Artificial Transportation Systems. Journal of Jilin University (Engineering and Technology Edition), 2009, 39(Sup.2): 87-90. (in Chinese)
[14] Shuang Li, Wei Deng, Yisheng Lv. Combined Modal Split and Assignment Model for Passenger Transportation of Economic Circle in China. Journal of Southeast University (Natural Science Edition), 2009, 39(4): 854-858. (in Chinese)
[15] Shuang Li, Wei Deng, Yisheng Lv. Location Model of Regional Public Logistics Centers Based on Scenario Planning. Journal of Transportation Systems Engineering and Information Technology, 2009, 9(5): 85-89. (in Chinese)
[16] Hongxia Zhao, Shuming Tang, Zhu Fenghua, Yisheng Lv. A Survey of Activity-based Travel Demand Computational Process Models. Journal of Transportation Information and Safety, 2009, 27(z1):16-31. (in Chinese)
-Refereed Conference Paper
[1] Yanjie Duan, Yisheng Lv, Fei-Yue Wang. Performance Evaluation of the Deep Learning Approach for Traffic Flow Prediction at Different Times. 2016 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI).
[2] Yuan-yuan Chen, Yisheng Lv, Zhenjiang Li, Fei-Yue Wang. Long Short-term Memory Model for Traffic Congestion Prediction with Online Open Data. 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC).
[3] Yanjie Duan, Yisheng Lv, Fei-Yue Wang. Travel Time Prediction with LSTM Neural Network. 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC).
[4] Wuling Huang, Kunfeng Wang, Yisheng Lv, FengHua Zhu. Autonomous Vehicles Testing Methods Review. 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC).
[5] Yu-Liang Liu, Yisheng Lv, Yanjie Duan.  A Practical Traffic Signal Setting Method for Intersections Using E-Bicycle Mixed Traffic Flows Discharge Model    . The Transportation Research Board (TRB) 95th Annual Meeting, 2016.
[6] Yuan-yuan Chen, Yisheng Lv. Analysis and Forecasting of Urban Traffic Condition based on Categorical Data," 2016 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI).
[7] Yifei Zhao, Fei-Yue Wang, Hang Gao, Fenghua Zhu, Yisheng Lv, Peijun Ye. Content-Based Recommendation for Traffic Signal Control. 2015 IEEE 18th International Conference on Intelligent Transportation Systems.
[8] Xiong Gang, Wenwen Kang, Fei-Yue Wang, Fenghua Zhu, Yisheng Lv, Xisong Dong, Jukka Riekki, Susanna Pirttikangas. Continuous Travel Time Prediction for Transit Signal Priority Based on a Deep Network. 2015 IEEE 18th International Conference on Intelligent Transportation Systems.
[9] Yanjie Duan, Yisheng Lv, Wenwen Kang and Yifei Zhao. A Deep Learning based Approach for Traffic Data Imputation. 2014 17th International IEEE Conference on Intelligent Transportation Systems (ITSC).
[10] Wenwen Kang, Gang Xiong, Yisheng Lv, Xisong Dong, Fenghua Zhu, Qingjie Kong. Traffic Signal Coordination for Emergency Vehicles. 2014 17th International IEEE Conference on Intelligent Transportation Systems (ITSC).
[11] Yanjie Duan, Fenghua Zhu, Gang Xiong, Yuantao Li, Yisheng Lv. Improved Information Feedback in Symmetric Dual-channel Traffic. Proceedings of 2013 IEEE International Conference on Service Operations and Logistics, and Informatics, Dongguan, 2013, pp. 29-34.
[12] Wenwen Kang, Li Xie, Fenghua Zhu, Yisheng Lv, Gang Xiong, Bin Xi. A Heuristic Implementation of Emergency Traffic Evacuation in Urban Areas. Proceedings of 2013 IEEE International Conference on Vehicular Electronics and Safety, 2013, pp: 84-88.
[13] Wenwen Kang, Fenghua Zhu, Yisheng Lv, Gang Xiong, Li Xie, Bin Xi. A Heuristic Implementation of Emergency Traffic Evacuation in Urban Areas. Proceedings of 2013 IEEE International Conference on Service Operations and Logistics, and Informatics, Dongguan, 2013, pp. 40-44.
[14] Yisheng Lv, Fenghua Zhu, Qinghai Miao, Peijun Ye, Songhang Chen. Emergency Traffic Evacuation Control based on the Orthogonal Experimental Design Method. 2012 15th International IEEE Conference on Intelligent Transportation Systems (ITSC).
[15] Yisheng Lv, Fenghua Zhu, Gang Xiong, Qingming Yao, Songhang Chen, Peijun Ye. Impact of Evacuee Behavior on Evacuation Clearance Time. 2012 10th World Congress on Intelligent Control and Automation (WCICA).
[16] Fenghua Zhu, Songhang Chen, Yisheng Lv, Peijun Ye, Gang Xiong, Xisong Dong. Parallel Public Transport System and Its application in the Evacuation of Large-scale Activities. 2012 15th International IEEE Conference on Intelligent Transportation Systems (ITSC).
[17]  Yisheng Lv, Hongxia Zhao, Qinigming Yao. Impact of Real-time Traffic Information Update Interval on Emergency Traffic Evacuation Efficiency. 2011 3rd Chinese Conference on Parallel Management.
[18] Xisong Dong, Gang Xiong, Dong Fan, Fenghua Zhu, Yisheng Lv. Research on Bus Rapid Transit (BRT) and Its Real-Time Scheduling. IEEE International Conference on Service Operations, Logistics, and Informatics (SOLI), 2011.
[19] Fenghua Zhu, Fei-Yue Wang, Runmei Li, Yisheng Lv, Songhang Chen. Modeling and Analyzing Transportation Systems Based on ACP Approach. The 14th International IEEE Conference on Intelligent Transportation Systems (ITSC), 2011.
[20] Wei Deng, Shuang Li, Yisheng Lv. A New Multiclass Multimodal Combined Model for Passenger Market Share Estimation in Economic Circles. The 12th World Conference on Transport Research, 2010.
[21] Yisheng Lv, Shuming Tang, Hongxia Zhao, Shuang Li. Real-time Highway Accident Prediction based on Support Vector Machines. 2009 Chinese Control and Decision Conference, June 2009.
[22] Yisheng Lv, Shuming Tang, Hongxia Zhao. Real-time Highway Traffic Accident Prediction Based on the k-Nearest Neighbor Method. Proceedings of the 2009 International Conference on Measuring Technology and Mechatronics Automation, April 2009.
[23] Shuang Li, Wei Deng, Yisheng Lv. A Simulation-based Research on Emergency Pedestrian Evacuation for Urban Residential Districts. Proceedings of the 2009 International Conference on Measuring Technology and Mechatronics Automation, April 2009.
[24] Jing Li, Shuang Li, YiSheng Lv, Shi An. Simulation Analysis of the Impact of Pedestrian Traffic Distribution on Emergency Evacuation. The First International Conference of Transportation Engineering, 2007.