Optimizing dynamic aperture studies with active learning
D. Di Croce,
M. Giovannozzi,
E. Krymova
et al.
Abstract:Dynamic aperture is an important concept for the study of
non-linear beam dynamics in circular accelerators. It describes the
extent of the phase-space region where a particle's motion remains
bounded over a given number of turns. Understanding the features of
dynamic aperture is crucial for the design and operation of such
accelerators, as it provides insights into nonlinear effects and the
possibility of optimising beam lifetime. The standard approach to
calculate the dynamic aperture requires … Show more
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