Implementation and Results of a Multi-Stage Model Predictive Traffic Light Control System

K. Malena, C. Link, S. Gausemeier, A. Trächtler, in: 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC), IEEE, 2025.

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Conference Paper | Published | English
Abstract
This paper deals with the implementation and results of the application of a multi-stage traffic light control system which includes a simulation-based traffic estimation and model predictive control. The traffic light control system incorporates a fuzzy system for traffic light phase preselection, followed by a model predictive control to optimise phase combinations and switching times. Predefined phases are selected without restrictions in the order according to a multi-objective optimisation to adapt to the traffic as freely as possible. Initially, the system is tested in simulations and compared with existing methods and analysed afterwards for its effectiveness in a prototype commissioning in field tests. Results indicate high potentials for reducing emissions and waiting times, highlighting the system's value. However, further refinement is necessary for standard implementation. This comprehensive approach demonstrates advancements in traffic management technology, showcasing the potential for enhancing urban mobility and reducing environmental impact.
Keywords
MPC
Publishing Year
Proceedings Title
2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)
Volume
27
Conference
27th International Conference on Intelligent Transportation Systems (ITSC)
Conference Location
Edmonton (Canada)
Conference Date
2024-09-24 – 2024-09-27
ISSN
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Malena K, Link C, Gausemeier S, Trächtler A. Implementation and Results of a Multi-Stage Model Predictive Traffic Light Control System. In: 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC). Vol 27. IEEE; 2025. doi:10.1109/itsc58415.2024.10919569
Malena, K., Link, C., Gausemeier, S., & Trächtler, A. (2025). Implementation and Results of a Multi-Stage Model Predictive Traffic Light Control System. 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC), 27. https://doi.org/10.1109/itsc58415.2024.10919569
@inproceedings{Malena_Link_Gausemeier_Trächtler_2025, title={Implementation and Results of a Multi-Stage Model Predictive Traffic Light Control System}, volume={27}, DOI={10.1109/itsc58415.2024.10919569}, booktitle={2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)}, publisher={IEEE}, author={Malena, Kevin and Link, Christopher and Gausemeier, Sandra and Trächtler, Ansgar}, year={2025} }
Malena, Kevin, Christopher Link, Sandra Gausemeier, and Ansgar Trächtler. “Implementation and Results of a Multi-Stage Model Predictive Traffic Light Control System.” In 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC), Vol. 27. IEEE, 2025. https://doi.org/10.1109/itsc58415.2024.10919569.
K. Malena, C. Link, S. Gausemeier, and A. Trächtler, “Implementation and Results of a Multi-Stage Model Predictive Traffic Light Control System,” in 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC), Edmonton (Canada), 2025, vol. 27, doi: 10.1109/itsc58415.2024.10919569.
Malena, Kevin, et al. “Implementation and Results of a Multi-Stage Model Predictive Traffic Light Control System.” 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC), vol. 27, IEEE, 2025, doi:10.1109/itsc58415.2024.10919569.
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