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RIS citation export for MOPA13: Design of a Surrogate Model for MUED at BNL Using VSim, Elegant and HPC

TY  - CONF
AU  - Sosa Guitron, S.I.
AU  - Biedron, S.
AU  - Bolin, T.B.
ED  - Biedron, Sandra
ED  - Simakov, Evgenya
ED  - Milton, Stephen
ED  - Anisimov, Petr M.
ED  - Schaa, Volker R.W.
TI  - Design of a Surrogate Model for MUED at BNL Using VSim, Elegant and HPC
J2  - Proc. of NAPAC2022, Albuquerque, NM, USA, 07-12 August 2022
CY  - Albuquerque, NM, USA
T2  - International Particle Accelerator Conference
T3  - 5
LA  - english
AB  - The MeV Ultrafast Electron Diffraction (MUED) instrument at Brookhaven National Laboratory is a unique capability for material science. As part of a plan to make MUED a high-throughput user facility, we are exploring instrumentation developments based on Machine Learning (ML). We are developing a surrogate model of MUED that can be used to support control tasks. The surrogate model will be based on beam simulations that are benchmarked to experimental observations. We use VSim to model the beam dynamics of the radio-frequency gun and Elegant to transport the beam through the rest of the beam-line. We also use High Performance Computing resources from Argonne Leadership Computing Facility to generate the data for the surrogate model based on the original simulation as well as training the ML model.
PB  - JACoW Publishing
CP  - Geneva, Switzerland
SP  - 72
EP  - 74
KW  - simulation
KW  - gun
KW  - electron
KW  - detector
KW  - laser
DA  - 2022/10
PY  - 2022
SN  - 2673-7000
SN  - 978-3-95450-232-5
DO  - doi:10.18429/JACoW-NAPAC2022-MOPA13
UR  - https://jacow.org/napac2022/papers/mopa13.pdf
ER  -