• DocumentCode
    3529519
  • Title

    Implementation of high efficiency non-linear least-squares in FPGA devices for digital spectroscopy

  • Author

    Abba, A. ; Caponio, F. ; Geraci, A. ; Ripamonti, G.

  • Author_Institution
    Dept. of Electron.-DEI, Politec. di Milano, Milan, Italy
  • fYear
    2010
  • fDate
    Oct. 30 2010-Nov. 6 2010
  • Firstpage
    1371
  • Lastpage
    1376
  • Abstract
    In measurement tasks, such as the determination of the arrival time of events, several methods based on least squares routines have been demonstrated. But often the high potential of digital least squares methods in high-resolution spectroscopy cannot be fully exploited in practical due to expensive calculation burden or to weaknesses that arise in the convergence process, especially in real-time applications and in spatial computing FPGA device implementation. The paper presents an implementation into a Xilinx Virtex-5 SX50-SG-1 FPGA device of the Levenberg-Marquardt algorithm that is one of the most efficient methods to solve non-linear least squares problems.
  • Keywords
    field programmable gate arrays; least squares approximations; nuclear electronics; readout electronics; spectroscopy; FPGA devices; Levenberg-Marquardt algorithm; Xilinx Virtex-5 SX50-SG-1 FPGA device; arrival time-of-events determination; convergence process; digital least squares methods; digital spectroscopy; high efficiency nonlinear least-squares; Algorithm design and analysis; Convergence; Damping; Field programmable gate arrays; Fitting; Jacobian matrices; Mathematical model;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nuclear Science Symposium Conference Record (NSS/MIC), 2010 IEEE
  • Conference_Location
    Knoxville, TN
  • ISSN
    1095-7863
  • Print_ISBN
    978-1-4244-9106-3
  • Type

    conf

  • DOI
    10.1109/NSSMIC.2010.5873995
  • Filename
    5873995