TY - CONF
AU - Niknejadi, Pardis
AU - Ackermann, Sven
AU - Ferrari, Eugenio
AU - Lang, Tino
AU - Paraskaki, Georgia
AU - Schaper, Lucas
AU - Schreiber, Siegfried
AU - Vogt, Mathias
AU - Zemella, Johann
AU - Asatrian, Margarit
AU - Hillert, Wolfgang
AU - Pannek, Fabian
AU - Samoilenko, Dmitrii
TI - Integrating sustainable computational strategies in light source accelerator upgrades
CY - Geneva, Switzerland
PB - JACoW Publishing
M1 - PUBDB-2024-01898
SN - 978-3-95450-247-9
SP - 343 - 346
PY - 2024
N1 - JaCOW does not allow addresses with zip code.
AB - The operation of light source accelerators is a complex process that involves a combination of empirical and theoret- ical physics, simulations, and data-intensive methodologies. For example, the FLASH1 beamline at DESY is upgrading to an external seeding FEL light source. We utilize special di- agnostics, machine learning algorithms, and comprehensive simulations to achieve this. To optimize resources, we con- stantly look to improve our approach, allowing us to robustly control the accelerator and meet the desired stability of our users. Machine learning and GPU-based algorithms have be- come crucial, enabling us to employ advanced optimization techniques and possibly Artificial Intelligence. However, in many cases, it is imperative to establish a robust mechanism for simulations involving large particle numbers to ensure that future upgrades and experiments can effectively and sustainably leverage these computational strategies.
T2 - 15th International Particle Accelerator Conference
CY - 20 May 2024 - 24 May 2024, Nashville, TN (USA)
Y2 - 20 May 2024 - 24 May 2024
M2 - Nashville, TN, USA
KW - Accelerator Physics (Other)
KW - mc2-photon-sources-and-electron-accelerators - MC2: Photon Sources and Electron Accelerators (Other)
KW - MC2.A06 - MC2.A06 Free Electron Lasers (Other)
LB - PUB:(DE-HGF)8 ; PUB:(DE-HGF)7
DO - DOI:10.18429/JACoW-IPAC2024-MOPG18
UR - https://bib-pubdb1.desy.de/record/607500
ER -