"If I have seen further, it is by standing upon the shoulders of giants."
— Isaac Newton
Working Papers
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Disruption-Aware Learning of Traffic Network Dynamics for Model Predictive Signal Control
Nguyen, D. V. A., Azevedo, C. L., Tomer, T. & Rodrigues, F.
Keywords: Model Predictive Control, Graph Neural Network, Multi-agent Systems, Traffic signal control, Incident
In preparation.
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Hierarchical Forecast Reconciliation for Urban Rail Transit Demand Prediction under Operational Disruptions
Nguyen, D. V. A., Fazlagic, A. , Loft, K. P. & Rodrigues, F.
Keywords: Reinforcement learning, Traffic signal control, Incident, Robustness
Under review, 2026.
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Two-echelon covering tour vehicle routing problem for post-disaster aid
Nguyen, D. V. A., Piplani, R. & Gunawan, A.
Keywords: Humanitarian logistics, Two-echelon vehicle routing problem, Drone delivery, Mixed-integer linear programming, GRASP
Under review.
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Adoption Intentions across e-Mobility Modes: Electric Cars, Hybrid Electric Cars, Electric Motorbikes, and Electric Bikes
Nguyen, V. P., Nguyen, D. V. A. & Truong, L. T.
Keywords: adoption, electric vehicle, electric car, hybrid electric car, electric motorbike, electric bike
Under review.
Journal Papers
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A Framework for Benchmarking Traffic Signal Control Robustness under Incidents: Comparative Study of Reinforcement Learning-Based Methods
Nguyen, D. V. A., Azevedo, C. L., Tomer, T. & Rodrigues, F.
European Transport Research Review, 2026.
Special issue: Reproducible Research in Transportation.
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Multi-Graph Inductive Representation Learning for Large-Scale Urban Rail Demand Prediction under Disruptions
Nguyen, D. V. A., Flensburg, J. V., Cerreto, F., Pascariu, B., Pellegrini, P., Azevedo, C. L., & Rodrigues, F.
Computers and Industrial Engineering, 2026.
Special issue: Methodologies in Railway Transportation.
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Deep reinforcement learning for solving the stochastic e-waste collection problem
Nguyen, D. V. A., Gunawan, A., Misir, M., Hui, L. K., & Vansteenwegen, P.
European Journal of Operational Research, 2025.
Peer-Reviewed Conference Papers
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Q-Learning Based Framework for Solving the Stochastic E-waste Collection Problem
Nguyen, D. V. A.,
A. Gunawan, M. Misir, P. Vansteenwegen
24th European Conference on Evolutionary Computation in Combinatorial Optimisation, 2024
Lecture Notes in Computer Science (LNCS)
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ExploreLah: Personalised and Smart Trip Planner for Mobile Tourism
Gunawan, A., Hoe, S. L., Lim, X. Y., Tran, L. C.,
& Nguyen, D. V. A.
2023 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM),
pp. 923–927, 2023
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GRASP solution approach for the e-waste collection problem
Gunawan, A., Nguyen, D. V. A.,
Nguyen, P. K. M., & Vansteenwegen, P.
International Conference on Computational Logistics, 2023
Lecture Notes in Computer Science (LNCS)
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The heterogeneous vehicle routing problem with multiple time windows
for the e-waste collection problem
Gunawan, A., Nguyen, M. P. K., Vincent, F. Y.,
& Nguyen, D. V. A.
2023 IEEE 19th International Conference on Automation Science and Engineering (CASE),
pp. 1–6, 2023
Conference Presentations
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A Framework for Benchmarking Traffic Signal Control Robustness under Incidents: Comparative Study of Reinforcement Learning-Based Methods
Nguyen, D. V. A.,
Azevedo, C. L., Tomer, T. & Rodrigues, F.
The IEEE International Conference on Intelligent Transportation Systems (ITSC), 2026
Spotlight presentation in Traffic Control Optimization for Smart Cities Workshop
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Large-scale Demand Prediction in Urban Rail using Multi-graph Inductive Representation Learning
Nguyen, D. V. A.,
Flensburg, J. V., Cerreto, F., Pascariu, B., Pellegrini, P.,
Azevedo, C. L., & Rodrigues, F.
104th Annual Meeting of the Transportation Research Board, 2025
Lectern Session: Emerging Behaviors of Urban Rail Transit Passengers – A Global Scan
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GRASP reinforced by Evolutionary Path-relinking for two-echelon covering tour vehicle routing problem
Nguyen, D. V. A.,
R. Piplani, A. Gunawan
33rd European Conference on Operational Research, 2024
Oral Presentation
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GRASP based metaheuristic to solve the mixed fleet e-waste collection route planning problem
Gunawan, A., Nguyen, D. V. A.,
Nguyen, P. K. M., & Vansteenwegen, P.
17th International Congress on Logistics and SCM Systems, 2023
Oral Presentation
Thesis