RIAM Seminar: Traffic Information and Online Routing in Connected Road Networks (只有英文版本)
研究院/研究中心講座
摘要
With the advancements in technologies, real-time traffic information can be collected and disseminated more efficiently. We examine travelers' decision-making and impacts of traffic information, when uncertainties are introduced in a road network with a mixed traffic flow of connected vehicles (CVs) and regular vehicles (RVs). A two-sided market equilibrium model is developed to investigate both travelers’ route and vehicle choices with the presence of CVs. We further examine the impact of en-route information, which travelers often acquire and update their route choices en-route. Considering real-time traffic information can aid travelers in making online routing decisions, we also develop a scalable learning approach using a Morkov game to coordinate online routing decisions. Our approach offers a practical solution to improve the efficiency and reliability of traffic networks, benefiting both individual travelers and society as a whole.
講者
Dr Yang Liu
Associate Professor
Department of Civil and Environmental Engineering,
Department of Industrial Systems Engineering and Management,
National University of Singapore
Dr. Liu is jointly appointed as an Associate professor in the Department of Civil and Environmental Engineering and the Department of Industrial Systems Engineering and Management at the National University of Singapore. She received her B.S. from Tsinghua University, MPhil from Hong Kong University of Science and Technology, and Ph.D. from Northwestern University. She teaches and researches transport planning and modelling, urban mobility and logistics, traffic congestion management, and data-driven transport system analysis. Prior to NUS, Dr Liu worked as a consultant at Cambridge Systematics and provided demand modelling expertise to US public agencies. In Singapore, she has worked on projects funded by National Research Foundation, Ministry of Education of Singapore, ST Engineering and Cisco. She is leading the Lab for Urban Mobility Systems (LUMOS) (https://www.nuslumos.org). Currently, she serves on the editorial boards of Transportation Science (Associate Editor), Transportation Research Part C, and Socio-Economic Planning Sciences (Associate Editor). She is a chair of the WTC Multimodal Urban Transportation System Analysis Committee and co-chair of the Transportation Network Modelling and Computation Committee, a member of the Transportation Research Board Executive Committee on Transportation Network Modelling (AEP40) and Standing Committee on Emerging and Innovative Public Transport and Technologies (AP020).
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