Publications

Journal Articles

Accelerated Deep Reinforcement Learning for Fast Feedback of Beam Dynamics at KARA
Wang, W.; Caselle, M.; Boltz, T.; Blomley, E.; Brosi, M.; Dritschler, T.; Ebersoldt, A.; Kopmann, A.; Santamaria Garcia, A.; Schreiber, P.; Bründermann, E.; Weber, M.; Müller, A.-S.; Fang, Y.
2021. IEEE transactions on nuclear science, 68 (8), 1794–1800. doi:10.1109/TNS.2021.3084515

Conference Papers

KINGFISHER: A Framework for Fast Machine Learning Inference for Autonomous Accelerator Systems
Scomparin, L.; Blomley, E.; Bründermann, E.; Caselle, M.; Dritschler, T.; Kopmann, A.; Mochihashi, A.; Müller, A.-S.; Santamaria Garcia, A.; Schreiber, P.; Steinmann, J. L.; Weber, M.; Boltz, T.
2022. Data Acquisition and Processing Platforms - International Beam Instrumentation Conference (11th), Kraków, Poland, 11-15 September 2022, 151–155, JACoW Publishing. doi:10.18429/JACoW-IBIC2022-MOP42
First Steps Toward an Autonomous Accelerator, a Common Project Between DESY and KIT
Eichler, A.; Burkart, F.; Kaiser, J.; Kuropka, W.; Stein, O.; Xu, C.; Bründermann, E.; Santamaria Garcia, A.
2021. 12th International Particle Accelerator Conference : virtual edition, May 24th-28th, 2021, Brazil : proceedings volume / IPAC2021. Ed.: R. Picoreti, 2182–2185, JACoW Publishing. doi:10.18429/JACoW-IPAC2021-TUPAB298
Machine Learning Based Spatial Light Modulator Control for the Photoinjector Laser at FLUTE
Xu, C.; Bründermann, E.; Müller, A.-S.; Nasse, M. J.; Santamaria Garcia, A.; Sax, C.; Widmann, C.; Eichler, A.
2021. 12th International Particle Accelerator Conference : virtual edition, May 24th-28th, 2021, Brazil : proceedings volume / IPAC2021. Ed.: R. Picoreti, 3332–3335, JACoW Publishing. doi:10.18429/JACoW-IPAC2021-WEPAB289

Presentations

From usage of machine learning to possible impact in the ARD research program
Bründermann, E.; Thévenet, M.; Steinhagen, R. J.; Schnizer, P.; Hoffmann, N.; Santamaria Garcia, A.
2022, September 27. 8. Annual MT Meeting (2022), Hamburg, Germany, September 26–27, 2022
Machine Learning Activities for Particle Accelerators at KIT
Santamaria Garcia, A.; Boltz, T.; Bruchon, N.; Bründermann, E.; Xu, C.; Müller, A.-S.
2021, December. ACCLAIM Meeting (2021), Online, December 14–15, 2021
Inverse Problems: THz- and phase space tomography and machine learning
Santamaria Garcia, A.; Bründermann, E.; Funkner, S.
2021, November 22. Mathematik in der Teilchen- und Astroteilchenphysik: Diskussion zukünftiger Zusammenarbeit und Identifikation gemeinsamer Projekte (2021), Online, November 22, 2021
Introduction and Plans - KIT
Santamaria Garcia, A.
2021, January 15. ACCLAIM Kick-Off Meeting (2021), Online, January 15, 2021
Highlights and News - KIT
Santamaria Garcia, A.
2021, September 17. ACCLAIM Meeting (2021), Online, September 17, 2021
Highlights & News @KIT
Santamaria Garcia, A.; Bruchon, N.; Caselle, M.; Bründermann, E.; Kopmann, A.; Xu, C.; Müller, A.-S.
2021, August 20. ACCLAIM Meeting (2021), Online, August 20, 2021
Highlights and News
Santamaria Garcia, A.
2021, July 23. ACCLAIM Meeting (2021), Online, July 23, 2021
Reinforcement Learning
Bründermann, E.; Santamaria Garcia, A.; Xu, C.; Bruchon, N.
2021, July 1. 2nd Action Plan ErUM-Data Community Meeting (2021), Online, July 1, 2021
Highlights & News @KIT
Santamaria Garcia, A.; Bruchon, N.; Caselle, M.; Bründermann, E.; Kopmann, A.; Xu, C.; Müller, A.-S.
2021, May 28. ACCLAIM Meeting (2021), Online, May 28, 2021
Machine Learning activities for accelerators @ KIT
Santamaria Garcia, A.; Boltz, T.; Bründermann, E.; Härer, B.; Mochihashi, A.; Nasse, M. J.; Sax, C.; Xu, C.; Müller, A.-S.
2021, May 12. LEAPS Integrated Platform Workshop (LIP 2021), Online, May 11–12, 2021
Machine Learning Activities at KIT for Accelerators
Santamaria Garcia, A.; Boltz, T.; Bründermann, E.; Härer, B.; Mochihashi, A.; Nasse, M. J.; Sax, C.; Xu, C.; Müller, A.-S.
2021, February 3. 7th Annual MT Meeting (Part 1) (2021), Online, February 1–3, 2021
Towards Automatic Tuning and Control of Accelerators
Xu, C.; Nasse, M. J.; Nabinger, M.; Santamaria Garcia, A.; Sax, C.; Bründermann, E.; Müller, A.-S.
2021, September 30. 9th MT ARD ST3 meeting (2021), Online, September 29–October 1, 2021
Machine Learning Applications for Particle Accelerators
Santamaria Garcia, A.; Bründermann, E.; Boltz, T.; Bruchon, N.; Xu, C.; Müller, A.-S.
2021, September 8. HeKKSaGOn (German-Japanese University Alliance) Data Science Workshop (2021), Online, September 7–8, 2021
Towards control of a photoinjector by using spatial light modulators at FLUTE
FLUTE Collaboration; Sax, C.; Nasse, M.; Widmann, C.; Mai, C.; Xu, C.; Santamaria Garcia, A.; Bründermann, E.; Müller, A.-S.
2021, March 17. DPG-Frühjahrstagung, Arbeitskreis Beschleunigerphysik (AKBP 2021), Online, March 15–19, 2021
Bayesian optimization of injection efficiency at KARA using Gaussian processes
Xu, C.; Boltz, T.; Mochihashi, A.; Santamaria Garcia, A.; Müller, A.-S.
2021, March 17. DPG-Frühjahrstagung / Arbeitskreis Beschleunigerphysik - AKBP: Beam Dynamics - AKBP 1.7 (2021), Online, March 15–19, 2021
Towards Micro-Bunching Control at Storage Rings with Reinforcement Learning
Boltz, T.; Brosi, M.; Caselle, M.; Dritschler, T.; Haerer, B.; Klein, M.; Pohl, C.; Santamaria Garcia, A.; Schreiber, P.; Wang, W.; Yan, M.; Müller, A.-S.
2020, September 15. DPG AKBP Machine Learning Seminar, Bad Honnef, Deutschland (2020), Bad Honnef, Germany, September 14–15, 2020
Machine Learning Applications
Bründermann, E.; Santamaria Garcia, A.; Müller, A.-S.
2020, September 7. Verbundforschung in der Physik der kleinsten Teilchen - KfB-Workshop (2020), Online, September 7–8, 2020
Artificial Intelligence Activities at KIT for Accelerators
Santamaria Garcia, A.; Boltz, T.; Bründermann, E.; Härer, B.; Mochihashi, A.; Xu, C.; Müller, A.-S.
2020, September 24. 8th MT ARD ST3 Meeting 2020, Karlsruhe, Deutschland (2020), Online, September 23–24, 2020
Machine Learning Activities at KIT for Accelerators
Santamaria Garcia, A.; Boltz, T.; Bründermann, E.; Härer, B.; Mochihashi, A.; Müller, A.-S.
2020, December 17. AMALEA Final Meeting (2020), Online, December 17, 2020

Posters

Surrogate Modelling of the FLUTE Low-Energy Section
Xu, C.; Bründermann, E.; Santamaria Garcia, A.; Schäfer, J.; Müller, A.-S.
2022, September. 8. Annual MT Meeting (2022), Hamburg, Germany, September 26–27, 2022
Optimization Studies of Simulated THz Radiation at FLUTE
Xu, C.; Bründermann, E.; Santamaria Garcia, A.; Schäfer, J.; Schwarz, M.; Müller, A.-S.
2022, September. 10th MT-ARD-ST3 Meeting (2022), Berlin, Germany, September 7–9, 2022
THz Radiation Optimization at Linac using Machine Learning Methods
Xu, C.; Santamaria Garcia, A.
2022, November. 3rd ICFA Beam Dynamics Mini-Workshop on Machine Learning Applications for Particle Accelerators (2022), Chicago, IL, USA, November 1–4, 2022
Machine Learning Based Spatial Light Modulator Control for the Photoinjector Laser at FLUTE
Xu, C.; Bründermann, E.; Müller, A.-S.; Nasse, M. J.; Santamaria Garcia, A.; Sax, C.; Widmann, C.; Eichler, A.
2021. 12th International Particle Accelerator Conference (IPAC 2021), Online, May 24–28, 2021
First Steps Toward an Autonomous Accelerator, a Common Project Between DESY and KIT
Eichler, A.; Burkart, F.; Kaiser, J.; Kuropka, W.; Stein, O.; Xu, C.; Bründermann, E.; Santamaria Garcia, A.
2021. 12th International Particle Accelerator Conference (IPAC 2021), Online, May 24–28, 2021

Audio & Video

First Steps Toward an Autonomous Accelerator, a Common Project Between DESY and KIT
Eichler, A.; Burkart, F.; Kaiser, J.; Kuropka, W.; Stein, O.; Xu, C.; Bründermann, E.; Santamaria Garcia, A.
2021. doi:10.5445/IR/1000137667
Machine Learning Based Spatial Light Modulator Control for the Photoinjector Laser at FLUTE
Xu, C.; Bründermann, E.; Müller, A.-S.; Nasse, M. J.; Santamaria Garcia, A.; Sax, C.; Widmann, C.; Eichler, A.
2021. doi:10.5445/IR/1000137411