• DocumentCode
    3331818
  • Title

    Non-linear least squares fitting in FPGA devices for digital spectroscopy

  • Author

    Abba, Andrea ; Manenti, Antonio ; Suardi, Andrea ; Geraci, Angelo ; Ripamonti, Giancarlo

  • Author_Institution
    Dept. of Electron.-DEI, Politec. di Milano, Milan, Italy
  • fYear
    2009
  • fDate
    Oct. 24 2009-Nov. 1 2009
  • Firstpage
    563
  • Lastpage
    568
  • Abstract
    In measurement tasks, such as the determination of the arrival time of events, several methods based on least squares routines have been demonstrated. Nevertheless, the high potential of digital least squares methods in high-resolution nuclear spectroscopy is not fully exploited in practical due to its heavy calculation burden, especially in real-time applications and in spatial computing FPGA device implementation. The paper presents an efficient and real-time operating implementation into a Xilinx Virtex-5 SX50-SG-1 FPGA device of the Gauss-Newton algorithm, which is one of the most used methods to solve nonlinear least squares problems.
  • Keywords
    field programmable gate arrays; least squares approximations; nuclear electronics; particle spectrometers; FPGA device implementation; Gauss-Newton algorithm; Xilinx Virtex-5 SX50-SG-1 FPGA device; digital spectroscopy; high-resolution nuclear spectroscopy; nonlinear least squares fitting; Embedded computing; Energy measurement; Field programmable gate arrays; Gaussian processes; Least squares approximation; Least squares methods; Parameter estimation; Spectroscopy; Telephony; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE
  • Conference_Location
    Orlando, FL
  • ISSN
    1095-7863
  • Print_ISBN
    978-1-4244-3961-4
  • Electronic_ISBN
    1095-7863
  • Type

    conf

  • DOI
    10.1109/NSSMIC.2009.5401957
  • Filename
    5401957