Bayesian optimization experiment for trajectory alignment at the low energy RHIC electron cooling system

Gao, Y.; Lin, W.; Brown, K. A.; Gu, X.; Hoffstaetter, G. H.; Morris, J.; Seletskiy, S.

doi:10.1103/PhysRevAccelBeams.25.014601

Title: Bayesian optimization experiment for trajectory alignment at the low energy RHIC electron cooling system

Journal Article · 06 January 2022 · Physical Review Accelerators and Beams

DOI: https://doi.org/10.1103/PhysRevAccelBeams.25.014601 · OSTI ID:1838908

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; Gu, X.;

; Morris, J.;

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Research Organization:: Brookhaven National Laboratory (BNL), Upton, NY (United States)

Sponsoring Organization:: USDOE

Grant/Contract Number:: SC0012704

OSTI ID:: 1838908

Report Number(s):: BNL--222620-2022-JAAM; 014601

Journal Information:: Physical Review Accelerators and Beams, Journal Name: Physical Review Accelerators and Beams Journal Issue: 1 Vol. 25; ISSN 2469-9888; ISSN PRABCJ

Publisher:: American Physical SocietyCopyright Statement

Country of Publication:: United States

Language:: English

References (10)

Lipschitzian optimization without the Lipschitz constant Jones, D. R.; Perttunen, C. D.; Stuckman, B. E. Journal of Optimization Theory and Applications, Vol. 79, Issue 1 https://doi.org/10.1007/BF00941892	journal	October 1993
An effective method of damping particle oscillations in proton and antiproton storage rings Budker, G. I. Soviet Atomic Energy, Vol. 22, Issue 5 https://doi.org/10.1007/BF01175204	journal	May 1967
Absolute polarized H-jet polarimeter development, for RHIC Zelenski, A.; Bravar, A.; Graham, D. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 536, Issue 3 https://doi.org/10.1016/j.nima.2004.08.080	journal	January 2005
Accurate setting of electron energy for demonstration of first hadron beam cooling with rf-accelerated electron bunches Seletskiy, S.; Blaskiewicz, M.; Drees, A. Physical Review Accelerators and Beams, Vol. 22, Issue 11 https://doi.org/10.1103/PhysRevAccelBeams.22.111004	journal	November 2019
Cooling simulation and experimental benchmarking for an rf-based electron cooler Zhao, H.; Blaskiewicz, M.; Fedotov, A. V. Physical Review Accelerators and Beams, Vol. 23, Issue 7 https://doi.org/10.1103/PhysRevAccelBeams.23.074201	journal	July 2020
Obtaining transverse cooling with nonmagnetized electron beam Seletskiy, S.; Blaskiewicz, M.; Drees, A. Physical Review Accelerators and Beams, Vol. 23, Issue 11 https://doi.org/10.1103/PhysRevAccelBeams.23.110101	journal	November 2020
Physics model-informed Gaussian process for online optimization of particle accelerators Hanuka, Adi; Huang, X.; Shtalenkova, J. Physical Review Accelerators and Beams, Vol. 24, Issue 7 https://doi.org/10.1103/PhysRevAccelBeams.24.072802	journal	July 2021
Experimental Demonstration of Hadron Beam Cooling Using Radio-Frequency Accelerated Electron Bunches Fedotov, A. V.; Altinbas, Z.; Belomestnykh, S. Physical Review Letters, Vol. 124, Issue 8 https://doi.org/10.1103/PhysRevLett.124.084801	journal	February 2020
Bayesian Optimization of a Free-Electron Laser Duris, J.; Kennedy, D.; Hanuka, A. Physical Review Letters, Vol. 124, Issue 12 https://doi.org/10.1103/PhysRevLett.124.124801	journal	March 2020
Taking the Human Out of the Loop: A Review of Bayesian Optimization Shahriari, Bobak; Swersky, Kevin; Wang, Ziyu Proceedings of the IEEE, Vol. 104, Issue 1 https://doi.org/10.1109/JPROC.2015.2494218	journal	January 2016

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