| First steps toward an autonomous accelerator, a common project between DESY and KIT A Eichler, F Burkart, J Kaiser, W Kuropka, O Stein, E Bründermann, ... Proc. IPAC’21, 2182-2185, 2021 | 20 | 2021 |
| Bayesian optimization of the beam injection process into a storage ring C Xu, T Boltz, A Mochihashi, A Santamaria Garcia, M Schuh, AS Müller Physical Review Accelerators and Beams 26 (3), 034601, 2023 | 10 | 2023 |
| Learning to do or learning while doing: Reinforcement learning and bayesian optimisation for online continuous tuning J Kaiser, C Xu, A Eichler, AS Garcia, O Stein, E Bründermann, W Kuropka, ... arXiv preprint arXiv:2306.03739, 2023 | 7 | 2023 |
| Beam trajectory cocntrol with lattice-agnostic reinforcement learning C Xu, E Bründermann, AS Müller, AS Garcia, J Kaiser, A Eichler Proc. IPAC’23, 2023 | 5 | 2023 |
| Optimization studies of simulated THz radiation at FLUTE C Xu, E Bründermann, AS Müller, AS Garcia, M Schwarz, J Schäfer Proc. IPAC 22, 2292-2295, 2022 | 4 | 2022 |
| Machine learning based spatial light modulator control for the photoinjector laser at flute C Xu, E Bründermann, MJ Nasse, AS Garcia, C Sax, C Widmann, ... 12th Int. Particle Accelerator Conf.(IPAC’21), Campinas, Brazil, 2021 | 4 | 2021 |
| Bayesian optimization of injection efficiency at KARA using Gaussian processes C Xu, T Boltz, A Mochihashi, A Santamaria Garcia, AS Müller DPG-Frühjahrstagung/Arbeitskreis Beschleunigerphysik-AKBP: Beam Dynamics …, 2021 | 3 | 2021 |
| Cheetah: Bridging the Gap Between Machine Learning and Particle Accelerator Physics with High-Speed, Differentiable Simulations J Kaiser, C Xu, A Eichler, AS Garcia arXiv preprint arXiv:2401.05815, 2024 | 2 | 2024 |
| Bayesian Optimization Algorithms for Accelerator Physics R Roussel, AL Edelen, T Boltz, D Kennedy, Z Zhang, X Huang, D Ratner, ... arXiv preprint arXiv:2312.05667, 2023 | 2 | 2023 |
| Surrogate Modelling of the FLUTE Low-Energy Section C Xu, E Bründermann, AS Müller, J Schäfer, AS Garcia Proc. IPAC’22, 1182-1185, 2022 | 2 | 2022 |
| Bayesian Optimization for SASE Tuning at the European XFEL C Xu, E Bründermann, AS Müller, AS Garcia Pulse 1000, 1500, 2023 | 1 | 2023 |
| Transverse and longitudinal modulation of photoinjection pulses at FLUTE M Nabinger, C Sax, MJ Nasse, J Schäfer, C Widmann, C Xu, AS Müller 13th International Particle Accelerator Conference: June 12-17, 2022, Impact …, 2022 | 1 | 2022 |
| How can machine learning help future light sources? AS Garcia, C Xu, L Scomparin, E Bründermann, M Caselle, G De Carne, ... | 1 | |
| The Reinforcement Learning for Autonomous Accelerators Collaboration: The Reinforcement Learning for Autonomous Accelerators Collaboration S Hirländer, AS Garcia, L Scomparin, C Xu | | 2024 |
| TOWARDS FEW-SHOT REINFORCEMENT LEARNING IN PARTICLE ACCELERATOR CONTROL: TOWARDS FEW-SHOT REINFORCEMENT LEARNING IN PARTICLE ACCELERATOR CONTROL S Hirländer, L Lamminger, S Pochaba, J Kaiser, C Xu, AS Garcia, V Kain, ... 15th International Particle Accelerator Conference: 15th International …, 2024 | | 2024 |
| Bridging the gap between machine learning and particle accelerator physics with high-speed, differentiable simulations J Kaiser, C Xu, A Eichler, A Santamaria Garcia Physical Review Accelerators and Beams 27 (5), 054601, 2024 | | 2024 |
| Tutorial on Meta-Reinforcement Learning and GP-MPC at the RL4AA'24 Workshop: Tutorial on Meta-Reinforcement Learning and GP-MPC at the RL4AA'24 Workshop S Hirländer, AS Garcia, C Xu, J Kaiser, S Pochaba | | 2024 |
| arXiv: Bayesian Optimization Algorithms for Accelerator Physics R Roussel, AS Garcia, W Lin, T Boltz, J Kaiser, NM Isenberg, MJV Streeter, ... | | 2023 |
| Integration of an Optimizer Framework into the Control System at KARA C Xu, E Blomley, AS Garcia, AS Müller, M Zhang Proceedings of ICALEPCS2023, Cape Town, South Africa, 7th-13th October 2023, 570, 2023 | | 2023 |
| Towards control of a photoinjector by using spatial light modulators at FLUTE C Sax, M Nasse, C Widmann, C Mai, C Xu, A Santamaria Garcia, ... Jahrestagung der DPG und DPG-Frühjahrstagung der Sektion Materie und Kosmos …, 2021 | | 2021 |
Andrea Santamaria GarciaKarlsruhe Institute of TechnologyVerified email at kit.edu
