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