- A Deep Reinforcement Learning Approach for Controlling Autonomous Vehicles in Lane-Free Roundabouts. 2025 IEEE Intelligent Vehicles Symposium (IV), IEEE, 2025, 2348-2354 more…
- Multi-task lane-free driving strategy for Connected and Automated Vehicles: A multi-agent deep reinforcement learning approach. Engineering Applications of Artificial Intelligence 154, 2025, 110797 more…
- Lane-Based Traffic State Estimation on Freeways Using Empirical Automated Vehicle Data. Unpublished, 2024 more…
Athanasia Karalakou
- Room: 0507.02.739
- E-mail: athanasia.karalakou@tum.de
Curriculum Vitae
Work experience | |
| seit 2023 | Technical University of Munich Chair of Traffic Engineering and Control Researcher |
| 2022 - 2023 | Siemens DevOps Engineer |
| 2020 - 2022 | Technical University of Crete Dynamic Systems and Simulation Laboratory Undergraduate Research Assistant |
Education | |
| 2015 - 2022 | Diploma of Engineering (Integrated Master - M.Eng.) Department of Electrical and Computer Engineering Technical University of Crete, Chania, Greece |
Publications
Supervised Theses
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Automated Formalization of Traffic Rules Using Natural Language Processing.
Master Thesis. Start: 8.10.2025; End: 8.4.2026. Mentoring: Nexhipi, Karalakou. Abstract. -
Analyzing Human Driver Behavior in Roundabouts Using Machine Learning.
Master Thesis. Start: 25.9.2025; End: 25.3.2026. Mentoring: Karalakou, Nexhipi. Abstract. -
Assessing the Potential of Bidirectional Roundabouts for Efficient Traffic Management.
Master Thesis. Start: 10.6.2025; End: 10.12.2025. Mentoring: Karalakou, Rostami. Abstract. -
Reinforcement Learning based Strategy for Lane-Free Traffic Mixed with Human Drivers.
Master Thesis. Start: 12.5.2025; End: 12.11.2025. Mentoring: Syed, Karalakou. Abstract. -
Identification of Vehicle Trajectories using Machine Learning Approaches.
Master Thesis. Start: 15.10.2024; End: 15.4.2025. Mentoring: Karalakou, Dr. Syed. Abstract. -
Implementation of an Urban Traffic Signal Control Based on Reinforcement Learning.
Master Thesis. Start: 14.10.2024; End: 14.4.2025. Mentoring: Steinmetz, Karalakou. Abstract. -
Microsimulation-Based Analysis of the Effect of Hard Shoulder Opening on Motorway Traffic.
Master Thesis. Start: 26.8.2024; End: 21.3.2025. Mentoring: Dr. Rostami, Karalakou. Abstract. -
State Vector Design for Reinforcement Learning in Traffic Signal Control.
Master Thesis. Start: 20.1.2024; End: 20.7.2024. Mentoring: Steinmetz, Karalakou. Abstract. -
Microscopic Simulation of Dynamic Reversible Lanes for Urban Roads.
Study Project. Start: nan.nan.nan; End: nan.nan.nan. Mentoring: Malcolm, Karalakou.