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Automated Synchrotron Lattice Design and Optimisation Using a Multi-Objective Genetic Algorithm

As part of the Next Ion Medical Machine Study (NIMMS), we present a new method for designing synchrotron lattices. A step-wise approach was used to generate random lattice structures from a set of feedforward neural networks. These lattice designs are optimised by evolving the networks over many ite...

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Detalles Bibliográficos
Autores principales: Zhang, Xuanhao, Benedetto, Elena, Sheehy, Suzanne
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:https://dx.doi.org/10.18429/JACoW-IPAC2021-MOPAB182
http://cds.cern.ch/record/2790243