交通管控与服务
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李璨

  • 性别:女
  • 职称:特聘研究员
  • Email:lican@tongji.edu.cn

个人简介

研究方向主要集中在智能交通领域,具体方向为多模式城市交通系统理解、推断、预测和管理。在交通工程和计算机领域知名学术SCI期刊和计算机领域顶级CCF推荐会议发表多篇论文。上海市白玉兰人才计划(海外)获得者。世界交通运输大会多模式交通控制技术委员会和人工智能与交通管理委员会青年委员


研究方向

多模式城市交通系统分析

多模态交通系统需求预测及调控


工作经历

2023.1 – 2024.1 香港科技大学 土木与环境工程学院 副研究员


教育经历

2019.2 - 2022.11博士,澳大利亚悉尼新南威尔士大学,计算机科学与工程学院

2016.9 - 2018.5 硕士,新泽西州罗格斯大学,电子与计算机工程学院

2013.9 - 2017.6 学士,电子科技大学,通信工程


发表论文

-Can Li, Wei Liu, “Multimodal Transport Demand Forecasting via Federated Learning”, IEEE Transactions on Intelligent Transportation Systems, 2023.

-Can Li, Lei Bai, Wei Liu, Lina Yao, S Travis Waller, “A Bibliometric Analysis and Review on Reinforcement Learning for Transportation Applications”, Transportmetrica B: Transport Dynamics, 11(1), 2179461, 2023.

-Qingying He, Mingyou Ma, Can Li, Wei Liu, “Learning and Managing Stochastic Network Traffic Dynamics: A Digital Twin based Approach”, Transportmetrica B: Transport Dynamics, 2023.

-Can Li, Lei Bai, Wei Liu, Lina Yao, S Travis Waller, “A multi-task memory network with knowledge adaptation for multimodal demand forecasting”, Transportation Research Part C: Emerging Technologies, 131, 103352, 2021.

-Can Li, Lei Bai, Wei Liu, Lina Yao, Travis Waller, "Urban Mobility Analytics: A Deep Temporal-Spatial Product Neural Network for Demographics Prediction", Transportation Research Part C: Emerging Technologies, 124, 102921, 2021.

-Lei Bai, Lina Yao, Xianzhi Wang, Can Li, Xiang Zhang, “Deep spatial–temporal sequence modeling for multi-step passenger demand prediction”, Future Generation Computer Systems, 121, 25-34, 2021.

-Can Li, Lei Bai, Wei Liu, Lina Yao, Travis Waller, "Graph Neural Network for Robust Public Transit Demand Prediction", IEEE Transactions on Intelligent Transportation Systems, 23(5), 4086-4098 , 2020.

-Can Li, Lei Bai, Wei Liu, Lina Yao, Travis Waller, “Knowledge Adaptation for Demand Prediction based on Multi-task Memory Neural Network”, 29th ACM International Conference on Information and Knowledge Management (CIKM), 2020.

-Zhiwei Yang, Can Li, Jingjuan Jiao, Wei Liu, Fangni Zhang, “On the joint impact of high-speed rail and megalopolis policy on regional economic growth in China”, Transport Policy, 99, 20-30, 2020.

-Can Li, Lei Bai, Wei Liu, Lina Yao, Travis Waller, "Passenger Demographic Attributes Prediction for Human-centered Public Transport", 26th International Conference on Neural Information Processing of the Asia-Pacific Neural Network (ICONIP), 2019.


学术服务

期刊审稿人

Knowledge-Based Systems, Transportmetrica A: Transport Science, Transportation Research Part C: Emerging Technologies, Journal of Management Science and Engineering, Engineering Applications of Artificial Intelligence, Expert Systems with Applications

会议审稿人

Joint COTA International Conference of Transportation Professionals, International Conference of Hong Kong Society for Transportation Studies, World Transport Convention





山色空蒙雨亦奇

联系方式

联系电话:021-59980132

管理员邮箱:2410194@tongji.edu.cn,2431730@tongji.edu.cn

详细地址:上海市嘉定区曹安公路4800号通达馆

邮政编码:201804