Research output per year
Research output per year
Personal profile
Research interests
- Multi-modal Transportation Network Modelling
- Data-driven Modelling and Optimisation
- Machine Learning and Data Mining in Infrastructure Systems
- Transportation Operation and Management
- Dynamic Large-scale Network Simulation
- Urban Computing
- Smart Cities
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Master of Science in Civil and Environmental Engineering, Carnegie Mellon University
Master of Science in Machine Learning, Carnegie Mellon University
Doctor of Philosophy in Civil and Environmental Engineering, Carnegie Mellon University
Bachelor of Engineering in Civil Engineering, Tsinghua University
Bachelor of Science in Pure and Applied Mathematics, Tsinghua University
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Research output
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A joint travel mode and departure time choice model in dynamic multimodal transportation networks based on deep reinforcement learning
Gu, Z., Wang, Y., Ma, W. & Liu, Z., Sept 2024, In: Multimodal Transportation. 3, 3, 100137.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access -
A time-series based deep survival analysis model for failure prediction in urban infrastructure systems
Yang, B., Liang, X., Xu, S., Wong, M. S. & Ma, W., Oct 2024, In: Engineering Applications of Artificial Intelligence. 136, 108876.Research output: Journal article publication › Journal article › Academic research › peer-review
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A unified dataset for the city-scale traffic assignment model in 20 U.S. cities
Xu, X., Zheng, Z., Hu, Z., Feng, K. & Ma, W., Dec 2024, In: Scientific data. 11, 1, 325.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access -
Collaborative Parking Vacancy Prediction for Cities With Partial Sensors Missing
Song, B., Zhou, H., Huang, X. & Ma, W., 2024, (Accepted/In press) In: IEEE Transactions on Intelligent Transportation Systems. p. 1-13 13 p.Research output: Journal article publication › Journal article › Academic research › peer-review
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Demonstration-guided deep reinforcement learning for coordinated ramp metering and perimeter control in large scale networks
Hu, Z. & Ma, W., Feb 2024, In: Transportation Research Part C: Emerging Technologies. 159, 104461.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access2 Citations (Scopus)
Prizes
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Kikuchi-Karlaftis 2022 Best Paper Award
Hu, Z. (Recipient), Lam, H. K. W. (Recipient), Wong, S. C. (Recipient), Chow, A. H. F. (Recipient) & Ma, W. (Recipient), 12 Jan 2023
Prize: Prize (research)
File -
The 2021 Eastern Asia Society for Transportation Studies (EASTS) Best Paper Award for Methodological Development
Li, A. (Recipient), Lam, H. K. W. (Recipient), Tam, M. L. (Recipient), Zhong, R. (Recipient) & Ma, W. (Recipient), Sept 2021
Prize: Prize (research)