Abdullah Tokmak
Doctoral Researcher
Doctoral Researcher
T410 Dept. Electrical Engineering and Automation
Doctoral Researcher
Department of Electrical Engineering and Automation
Doctoral Researcher
Cyber-physical Systems
Full researcher profile
https://research.aalto.fi/...
Email
abdullah.tokmak@aalto.fi
Areas of expertise
Bayesian optimization, Control, Kernel methods, machine learning
Research groups
- Cyber-physical Systems, Doctoral Researcher
Publications
Automatic nonlinear MPC approximation with closed-loop guarantees
Abdullah Tokmak, Christian Fiedler, Melanie N. Zeilinger, Sebastian Trimpe, Johannes Köhler
2025
IEEE Transactions on Automatic Control
PACSBO: Probably approximately correct safe Bayesian optimization
Abdullah Tokmak, Thomas B. Schön, Dominik Baumann
2025
Proceedings of the Symposium on Systems Theory in Data and Optimization
Safe exploration in reproducing kernel Hilbert spaces
Abdullah Tokmak, Kiran Gangadharan Nair Krishnan, Thomas B. Schön, Dominik Baumann
2025
Proceedings of Machine Learning Research
Towards safe control parameter tuning in distributed multi-agent systems
Abdullah Tokmak, Thomas B. Schön, Dominik Baumann
2025
64th IEEE Conference on Decision and Control
Approximate MPC with Kernel-based Methods
Abdullah Tokmak, Christian Fiedler, Sebastian Trimpe, Melanie N. Zeilinger, Johannes Köhler
2022