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URLhttps://doi.org/10.18429/JACoW-IPAC2025-WEBN2
TitleA module for fast auto differentiable simulations
Authors
  • J. Qiang
    Lawrence Berkeley National Laboratory
  • J. Wan, Y. Hao
    Facility for Rare Isotope Beams
AbstractThe auto differentiable simulation is a type of simulation that outputs of the simulation contain not only the simulation result itself, but also its derivatives with respect to many input parameters. It provides an efficient method to study the sensitivity of the simulation result with respect to the input parameters and can be used in some gradient based optimization methods for fast parameter design optimization. In this paper, we report on the development of a fast auto differentiation module that can be used in many simulation codes.
Paperdownload: WEBN2.pdf
CiteBibTeX, LaTeX, Text/Word, RIS, EndNote
Conference16th International Particle Accelerator Conference
Series
LocationTaipei, Taiwan
Date01-06 Jun 2025
PublisherJACoW Publishing, Geneva, Switzerland
Editorial Board* Ming-Chyuan Lin - National Synchrotron Radiation Research Center * Yoichi Sato - KEK * Jui-Che Huang - National Synchrotron Radiation Research Center * David Button - Australian Nuclear Science and Technology Organisation * Ping-Shun Chuang - National Synchrotron Radiation Research Center
Online ISBN978-3-95450-248-6
Online ISSN2673-5490
Received20 May 2025
Revised30 May 2025
Accepted01 June 2025
Issued05 November 2025
DOI10.18429/JACoW-IPAC2025-WEBN2
Pages1706-1709