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Ensemble Reservoir Computing for Dynamical Systems: Prediction of Phase-Space Stable Region for Hadron Storage Rings

We investigate the ability of an ensemble reservoir computing approach to predict the long-term behaviour of the phase-space region in which the motion of charged particles in hadron storage rings is bounded, the so-called dynamic aperture. Currently, the calculation of the phase-space stability reg...

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Detalles Bibliográficos
Autores principales: Casanova, Maxime, Dalena, Barbara, Bonaventura, Luca, Giovannozzi, Massimo
Lenguaje:eng
Publicado: 2023
Materias:
Acceso en línea:https://dx.doi.org/10.1140/epjp/s13360-023-04167-y
http://cds.cern.ch/record/2848400