Multipoint-BAX: a new approach for efficiently tuning particle accelerator emittance via virtual objectives

Although beam emittance is critical for the performance of high-brightness accelerators, optimization is often time limited as emittance calculations, commonly done via quadrupole scans, are typically slow. Such calculations are a type of multipoint query , i.e. each query requires multiple secondar...

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Bibliographic Details
Published in:Machine learning: science and technology Vol. 5; no. 1; pp. 15004 - 15019
Main Authors: Ayoub Miskovich, Sara, Neiswanger, Willie, Colocho, William, Emma, Claudio, Garrahan, Jacqueline, Maxwell, Timothy, Mayes, Christopher, Ermon, Stefano, Edelen, Auralee, Ratner, Daniel
Format: Journal Article
Language:English
Published: Bristol IOP Publishing 01.03.2024
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ISSN:2632-2153, 2632-2153
Online Access:Get full text
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