Machine learning for design and control of particle accelerators: A look backward and forward

A Edelen, X Huang - Annual Review of Nuclear and Particle …, 2024 - annualreviews.org
Particle accelerators are extremely complex machines that are challenging to simulate,
design, and control. Over the past decade, artificial intelligence (AI) and machine learning …

Review of linear optics measurement and correction for charged particle accelerators

R Tomás, M Aiba, A Franchi, U Iriso - Physical review accelerators and beams, 2017 - APS
Measurement and correction of charged particle beam optics have been a major concern
since the advent of strong focusing synchrotron accelerators. Traditionally, particle colliders …

[图书][B] Beam-based correction and optimization for accelerators

X Huang - 2020 - library.oapen.org
This book provides systematic coverage of the beam-based techniques that accelerator
physicists use to improve the performance of large particle accelerators, including …

Experiment on space charge driven nonlinear resonance crossing in an ion synchrotron

G Franchetti, O Chorniy, I Hofmann, W Bayer… - Physical Review Special …, 2010 - APS
Trapping of particles in nonlinear resonances in the presence of space charge and
synchrotron motion may be a source of beam halo generation and beam loss in high …

Correction of storage ring optics with an improved closed-orbit modulation method

X Huang, X Yang - Physical Review Accelerators and Beams, 2023 - APS
We improved a previously proposed method of using closed-orbit modulation for linear
optics and coupling correction. Instead of fitting individual closed orbits, the improved …

Online storage ring optimization using dimension-reduction and genetic algorithms

WF Bergan, IV Bazarov, CJR Duncan, DB Liarte… - … Review Accelerators and …, 2019 - APS
Particle storage rings are a rich application domain for online optimization algorithms. The
Cornell Electron Storage Ring (CESR) has hundreds of independently powered magnets …

Data analysis using a combination of independent component analysis and empirical mode decomposition

SL Lin, PC Tung, NE Huang - Physical Review E—Statistical, Nonlinear, and …, 2009 - APS
A combination of independent component analysis and empirical mode decomposition (ICA-
EMD) is proposed in this paper to analyze low signal-to-noise ratio data. The advantages of …

Application of independent component analysis to ac dipole based optics measurement<? format?> and correction at the Relativistic Heavy Ion Collider

X Shen, SY Lee, M Bai, S White… - Physical Review Special …, 2013 - APS
Correction of beta-beat is of great importance for performance improvement of high energy
accelerators, like the Relativistic Hadron Ion Collider (RHIC). At RHIC, using the …

Bayesian approach for linear optics correction

Y Li, R Rainer, W Cheng - Physical Review Accelerators and Beams, 2019 - APS
With a Bayesian approach, the linear optics correction algorithm for storage rings is
revisited. Starting from the Bayes' theorem, a complete linear optics model is simplified as …

Improving the precision of linear optics measurements based on turn-by-turn beam position monitor data after a pulsed excitation in lepton storage rings

L Malina, J Coello de Portugal, T Persson… - … Review Accelerators and …, 2017 - APS
Beam optics control is of critical importance for machine performance and protection.
Nowadays, turn-by-turn (TbT) beam position monitor (BPM) data are increasingly exploited …