9–13 Sept 2024
Wanda Realm Beijing
Asia/Shanghai timezone
IBIC2024 Final Proceedings: https://accelconf.web.cern.ch/ibic2024/

Evaluating the use of common statistical divergences to quantify the differences between beam distributions in high-dimensional phase space

WEBC4
11 Sept 2024, 12:10
20m
China Hall 2 (Auditorium)

China Hall 2

Auditorium

Contributed Oral Presentation MC4: Transverse Profile and Emittance Monitors WEB: Transverse Profile and Emittance Monitors

Speaker

Yu Du (Institute of Modern Physics, Chinese Academy of Sciences)

Description

Quantifying the difference between two beam distributions in high-dimensional phase space is crucial for interpreting experimental or simulation results. This study aims to analyze and compare several common statistical divergences that quantify the differences in high-dimensional distributions, and to determine which of them are suitable for beam physics applications. We tested these divergences with common kinds of initial distributions by computing how the difference values vary when the mismatch factor and emittance change, between the same and different kinds of distributions. These results, along with similar comparisons after extended beam transport, provided guidance on the use and choice of statistical divergences for beam phase space distributions.

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Primary authors

Yu Du (Institute of Modern Physics, Chinese Academy of Sciences) Chun Yan Jonathan Wong (Institute of Modern Physics, Chinese Academy of Sciences) Zhijun Wang (Institute of Modern Physics, Chinese Academy of Sciences)

Co-authors

Tao Zhang (Institute of Modern Physics, Chinese Academy of Sciences) Liwen Liu (Institute of Modern Physics, Chinese Academy of Sciences) Chunguang Su (Institute of Modern Physics, Chinese Academy of Sciences) Lingyun Gong (European Spallation Source ERIC) Man Yi (Institute of Modern Physics, Chinese Academy of Sciences) Tielong Wang (Institute of Modern Physics, Chinese Academy of Sciences) Haoyu Zhou (Institute of Modern Physics, Chinese Academy of Sciences) Binghui Ma (Institute of Modern Physics, Chinese Academy of Sciences) Yimeng Chu (Institute of Modern Physics, Chinese Academy of Sciences) Tingyue Li (Institute of Modern Physics, Chinese Academy of Sciences)

Presentation materials