Daniel Mayfrank

According to our database, Daniel Mayfrank authored at least 6 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Uncertainty-Aware Predictive Safety Filters for Probabilistic Neural Network Dynamics.

Bernd Frauenknecht, Lukas Kesper, Daniel Mayfrank, Henrik Hose, Sebastian Trimpe

CoRR, April, 2026

End-to-end reinforcement learning of Koopman models for eNMPC of an air separation unit.

Daniel Mayfrank, Kayra Dernek, Laura Lang, Alexander Mitsos, Manuel Dahmen

Comput. Chem. Eng., 2026

2025

End-to-end reinforcement learning of koopman model predictive control.

Daniel Mayfrank

PhD thesis, 2025

Sample-efficient reinforcement learning of Koopman eNMPC.

Daniel Mayfrank, Mehmet Velioglu, Alexander Mitsos, Manuel Dahmen

Comput. Chem. Eng., 2025

2024

Task-optimal data-driven surrogate models for eNMPC via differentiable simulation and optimization.

Daniel Mayfrank, Na-Young Ahn, Alexander Mitsos, Manuel Dahmen

CoRR, 2024

End-to-end reinforcement learning of Koopman models for economic nonlinear model predictive control.

Daniel Mayfrank, Alexander Mitsos, Manuel Dahmen

Comput. Chem. Eng., 2024