Beam halo losses reduction with simulation constrained Bayesian Optimization- 15'+5'

9 Apr 2025, 09:30
20m
503/1-001 - Council Chamber (CERN)

503/1-001 - Council Chamber

CERN

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Invited talks Optimisation and Control Optimisation and Control

Speaker

Andrea De Franco (National Institutes for Quantum Science and Technology (QST))

Description

The Linear IFMIF Prototype Accelerator (LIPAc) is designed to accelerate 125 mA of D+ to 9 MeV in CW. The very high power stored in the beam (~1.1 MW) and the use of superconductive RF cavities requires precise control of beam losses (target <1e-6). On the other hand the intense beam is affected by strong space charge forces that easily results in significant halo formation. This contribute is difficult to simulate because requires large number of particle tracking and precise knowledge of input phase space. In this work we present the use of Bayesian optimization of transport optic (4 quadrupoles + 4 steerers) to minimize the halo losses by observing vacuum response in the sector. As a single beam pulse with inappropriate optics could lead to permanent damage of the machine, we include constraint of negligible losses from beam core in simulations. The algorithm successfully and safely reduced vacuum in sector by a factor of ~3 within two hours of operation. After analysis of newly set-point we find that the proposed optics results both in a compromise matching of core and halo distribution and a reduction of particles ejection from the former to the latter.

Author

Andrea De Franco (National Institutes for Quantum Science and Technology (QST))

Co-authors

Akihiko Mizuno (National Institutes for Quantum Science and Technology (QST)) Dominique Gex (F4E) Fabio Cismondi (F4E) Francesco Scantamburlo (F4E) Herve Dzitko (F4E) Jibong Hyun (National Institutes for Quantum Science and Technology (QST)) Kai Masuda (National Institutes for Quantum Science and Technology (QST)) Keitaro Kondo (National Institutes for Quantum Science and Technology (QST)) Kouki Hirosawa (National Institutes for Quantum Science and Technology (QST)) Tomonobu Itagaki (National Institutes for Quantum Science and Technology (QST)) Dr Tomoya Akagi (National Institutes for Quantum Science and Technology (QST))

Presentation materials