Input Beam Matching and Beam Dynamics Design Optimizations of the IsoDAR RFQ Using Statistical and Machine Learning Techniques

<jats:p>We present a novel machine learning-based approach to generate fast-executing virtual radiofrequency quadrupole (RFQ) particle accelerators using surrogate modelling. These could potentially be used as on-line feedback tools during beam commissioning and operation, and to optimize the...

Full description

Bibliographic Details
Main Authors: Koser, Daniel (Author), Waites, Loyd (Author), Winklehner, Daniel (Author), Frey, Matthias (Author), Adelmann, Andreas (Author), Conrad, Janet (Author)
Format: Article
Language:English
Published: Frontiers Media SA, 2022-05-03T12:33:16Z.
Subjects:
Online Access:Get fulltext