research

Research Topics

Learning the Dynamics of Transportation Networks through Multi-source Data

Physics-guided Machine Learning for Infrastructure Systems

Understanding the impact of Connected, Automated, and Shared Vehicles

Data-driven Transportation Operation and Management

Location Independent Traffic Modeling

Cybersecurity Challenges in Smart Transportation Systems

Multi-Modal and Multi-Class Traffic Simulation in Large-scale Networks

Funded Projects

• Development of an AI-empowered Multi-modal Digital Twin Platform for Recurrent and Non-recurrent Traffic Management on Urban Networks, PolyU SCRI, 500,000 HKD
• Overcoming the Underdetermination: Estimation of Dynamic Origin-Destination Demands on the Link and Bathtub-based Road Network with Multi-Source Data, GRF, 664,100 HKD
• Development and Deployment of an AI-enabled Parking Vacancy Prediction Framework using Multi-source Data, Smart Traffic Fund, 985,034.47 HKD
• 大规模路网下基于多源数据的动态OD矩阵估计理论研究及应用, 国家自然科学基金青年基金, 240,000 CNY
• Modeling and Managing Dynamic Transportation Networks with Heterogeneous Multi-Source Data: An Individual-Oriented Perspective, ECS, 684,765 HKD
• Towards a Smart System for Post-Windstorm Tree Debris Cleanup and Transportation Network Restoration in Hong Kong, PolyU RISUD, 600,000 HKD
• HKSim: A Data-Driven Multi-Modal Dynamic Traffic Management System for Hong Kong, PolyU Startup, 600,000 HKD
• Smart City: Basic Concepts and Hands-on Projects, PolyU EDC, 260,000 HKD
• Reliability-based Intelligent Transportation Systems in Urban Road Network with Uncertainty, RIF, Co-PI