Machine learning based phase space tomography using kicked beam turn-by-turn centroid data in a storage ring

Hwang, Kilean; Mitchell, Chad; Ryne, Robert

doi:10.1103/PhysRevAccelBeams.26.104601

Title: Machine learning based phase space tomography using kicked beam turn-by-turn centroid data in a storage ring

Journal Article · 23 October 2023 · Physical Review Accelerators and Beams

DOI: https://doi.org/10.1103/PhysRevAccelBeams.26.104601 · OSTI ID:2203288

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; Ryne, Robert

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Sponsoring Organization:: USDOE

Grant/Contract Number:: AC02-05CH11231; SC0000661

OSTI ID:: 2203288

Journal Information:: Physical Review Accelerators and Beams, Journal Name: Physical Review Accelerators and Beams Journal Issue: 10 Vol. 26; ISSN 2469-9888; ISSN PRABCJ

Publisher:: American Physical SocietyCopyright Statement

Country of Publication:: United States

Language:: English

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Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces Storn, Rainer; Price, Kenneth Journal of Global Optimization, Vol. 11, Issue 4, p. 341-359 https://doi.org/10.1023/A:1008202821328	journal	January 1997
IOTA (Integrable Optics Test Accelerator): facility and experimental beam physics program Antipov, S.; Broemmelsiek, D.; Bruhwiler, D. Journal of Instrumentation, Vol. 12, Issue 03 https://doi.org/10.1088/1748-0221/12/03/T03002	journal	March 2017
Bifurcation analysis of nonlinear Hamiltonian dynamics in the Fermilab Integrable Optics Test Accelerator Mitchell, Chad E.; Ryne, Robert D.; Hwang, Kilean Physical Review Accelerators and Beams, Vol. 23, Issue 6 https://doi.org/10.1103/PhysRevAccelBeams.23.064002	journal	June 2020
Electron beam transverse phase space tomography using nanofabricated wire scanners with submicrometer resolution Hermann, Benedikt; Guzenko, Vitaliy A.; Hürzeler, Orell R. Physical Review Accelerators and Beams, Vol. 24, Issue 2 https://doi.org/10.1103/PhysRevAccelBeams.24.022802	journal	February 2021
Uncertainty quantification for virtual diagnostic of particle accelerators Convery, Owen; Smith, Lewis; Gal, Yarin Physical Review Accelerators and Beams, Vol. 24, Issue 7 https://doi.org/10.1103/PhysRevAccelBeams.24.074602	journal	July 2021
4D transverse phase space tomography of an operational hydrogen ion beam via noninvasive 2D measurements using laser wires Wong, Jonathan C.; Shishlo, Andrei; Aleksandrov, Alexander Physical Review Accelerators and Beams, Vol. 25, Issue 4 https://doi.org/10.1103/PhysRevAccelBeams.25.042801	journal	April 2022
Phase Space Reconstruction from Accelerator Beam Measurements Using Neural Networks and Differentiable Simulations Roussel, R.; Edelen, A.; Mayes, C. Physical Review Letters, Vol. 130, Issue 14 https://doi.org/10.1103/PhysRevLett.130.145001	journal	April 2023
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Beam halo definitions based upon moments of the particle distribution Allen, C. K.; Wangler, T. P. Physical Review Special Topics - Accelerators and Beams, Vol. 5, Issue 12 https://doi.org/10.1103/PhysRevSTAB.5.124202	journal	December 2002
Longitudinal phase space manipulation in energy recovering linac-driven free-electron lasers Piot, P.; Douglas, D. R.; Krafft, G. A. Physical Review Special Topics - Accelerators and Beams, Vol. 6, Issue 3 https://doi.org/10.1103/PhysRevSTAB.6.030702	journal	March 2003
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