Tao Guo

Tao Guo is a Ph.D. candidate at Technical University of Munich (TUM) under the supervision of Prof. Dr. Constantinos Antoniou since Febuary 2024. Tao received his bachelor's degree in Road, Bridge and River-crossing Engineering with a specialization in Highway Engineering from Chang’an University in China and his master's degree in Transportation Systems (Specialization: Traffic Modeling and Simulation, Optimization) from the Technical University of Munich. He is currently pursuing his Ph.D. focusing on the Autonomous Transport for Harmonised Low-Carbon Operations and Sustainability (ATHLOS) project.
Field of Expertise
Machine learning | Graph representation learning, Time series learning |
Optimization | Stochastic Programming, Heuristic, etc. |
Agent-Based Simulation | Multi-agent Transport Simulation (MATSim) |
Education and Training
Oct. 2021 – Jan. 2024 | M.Sc. Transportation Systems (Grade: 1.2) Technical University of Munich Thesis: Optimizing Siting of Urban Air Mobility Vertiports in Multimodal Transportation Networks with Two-Stage Stochastic Programming (Grade: 1.0) |
Oct. 2019 – Mar. 2020 | B.Sc. Civil Engineering (Exchange Student) RWTH Aachen University |
Sep 2016 – Jul. 2020 | B.Eng. in Road, Bridge and River-crossing Engineering (Grade: 89.3/100) Thesis: Design of Highway from Siyang to Suqian (Highest Distinction) |
Work Experience
Feb. 2024 – present | Research Associate & Ph.D. Candidate Chair of Transportation Systems Engineering Technical University of Munich Munich, Germany |
Jul. 2022 – Dec. 2023 | Working Student Yunex Traffic GmbH |
Publications
- Guo, T., Wu, H.*, Lu, Q.-L., & Antoniou, C. (2025). Planning UAM network under uncertain travelers’ preferences: A sequential two-layer stochastic optimization approach. Transportation Research Part A: Policy and Practice, 200, 104632. https://doi.org/10.1016/j.tra.2025.104632
- Guo, T., Wu, H.*, Zame, S. I., & Antoniou, C. (2025). Data-driven vertiport siting: A comparative analysis of clustering methods for Urban Air Mobility. Journal of Urban Mobility, 7, 100117. https://doi.org/10.1016/j.urbmob.2025.100117
- Wu, H., Zame, S. I., Guo, T.*, Lu, Q.-L., & Antoniou, C. (2025). A sustainable multi-objective framework for multi-phased, capacitated vertiport siting with land use integration. Communications in Transportation Research, 5, 100186. https://doi.org/10.1016/j.commtr.2025.100186
(edited) 01.02.2024 by Hao Wu