Publications


Deep reinforcement learning methods for structure-guided processing path optimization.
Dornheim, J.; Morand, L.; Zeitvogel, S.; Iraki, T.; Link, N.; Helm, D.
2021. Journal of intelligent manufacturing. doi:10.1007/s10845-021-01805-z
Multiobjective Reinforcement Learning for Reconfigurable Adaptive Optimal Control of Manufacturing Processes.
Dornheim, J.; Link, N.
2018. 2018 13th International Symposium on Electronics and Telecommunications (ISETC), Article no: 8583854, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ISETC.2018.8583854
Model-free Adaptive Optimal Control of Episodic Fixed-horizon Manufacturing Processes Using Reinforcement Learning.
Dornheim, J.; Link, N.; Gumbsch, P.
2020. International journal of control, automation, and systems, 18 (5). doi:10.1007/s12555-019-0120-7