Publications

Jan Kaiser, Chenran Xu, Annika Eichler, Andrea Santamaria Garcia, Oliver Stein, Erik Bründermann, Willi Kuropka, Hannes Dinter, Frank Mayet, Thomas Vinatier, Florian Burkart, Holger Schlarb (2024). Reinforcement learning-trained optimisers and Bayesian optimisation for online particle accelerator tuning. Scientific Reports.

Jan Kaiser, Chenran Xu, Annika Eichler, Andrea Santamaria Garcia (2024). Bridging the gap between machine learning and particle accelerator physics with high-speed, differentiable simulations. Phys. Rev. Accel. Beams.

Chenran Xu, Erik Bründermann, Anke-Susanne Müller, Andrea Santamaria Garcia, Annika Eichler, Jan Kaiser (2023). Beam trajectory control with lattice-agnostic reinforcement learning. Proc. IPAC'23.

Chenran Xu, Erik Bründermann, Anke-Susanne Müller, Andrea Santamaria Garcia (2023). Bayesian Optimization for SASE Tuning at the European XFEL. Proc. IPAC'23.

Chenran Xu, Tobias Boltz, Akira Mochihashi, Andrea Santamaria Garcia, Marcel Schuh, Anke-Susanne Müller (2023). Bayesian optimization of the beam injection process into a storage ring. Phys. Rev. Accel. Beams.

Matthias Nabinger, Anke-Susanne Müller, Michael J. Nasse, Carl Sax, Jens Schäfer, Christina Widmann, Chenran Xu (2022). Transverse and Longitudinal Modulation of Photoinjection Pulses at FLUTE. Proc. IPAC'22.

Chenran Xu, Erik Bründermann, Anke-Susanne Müller, Andrea Santamaria Garcia, Jens Schäfer (2022). Surrogate Modelling of the FLUTE Low-Energy Section. Proc. IPAC'22.

Chenran Xu, Erik Bründermann, Anke-Susanne Müller, Andrea Santamaria Garcia, Markus Schwarz, Jens Schäfer (2022). Optimization Studies of Simulated THz Radiation at FLUTE. Proc. IPAC'22.

Chenran Xu, Erik Bründermann, Annika Eichler, Anke-Susanne Müller, Michael J. Nasse, Andrea Santamaria Garcia, Carl Sax, Christina Widmann (2021). Machine Learning Based Spatial Light Modulator Control for the Photoinjector Laser at FLUTE. Proc. IPAC'21.

Annika Eichler, Erik Bründermann, Florian Burkart, Jan Kaiser, Willi Kuropka, Andrea Santamaria Garcia, Oliver Stein, Chenran Xu (2021). First Steps Toward an Autonomous Accelerator, a Common Project Between DESY and KIT. Proc. IPAC'21.