• DocumentCode
    2250919
  • Title

    Implementation of several RLS nonlinear adaptive algorithms using a commercial floating point digital signal processor

  • Author

    Samani, Darioush M. ; Ellinger, Joshua ; Powers, Edward J. ; Swartzlander, Earl E., Jr.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Texas Univ., Austin, TX, USA
  • fYear
    1993
  • fDate
    1-3 Nov 1993
  • Firstpage
    1574
  • Abstract
    We examine the potential use of the new floating point DSP chips for adaptive filtering. We have implemented several nonlinear adaptive filtering algorithms based on Least Squares estimation criterion using a floating point digital signal processor. To verify stability of an algorithm prior to implementation, we emulate single-extended precision floating point hardware using a C++ class. This elegant and transparent solution indicates an algorithm´s susceptibility to errors produced by finite precision arithmetic and the minimum precision necessary for stability. Our experience with the DSP chip indicates that the chip provides sufficient numerical accuracy and stability and is a viable platform for such algorithms. In addition, our implementations are quick enough for some real-time applications, particularly since several processors can be used in parallel
  • Keywords
    adaptive filters; digital arithmetic; digital filters; digital signal processing chips; filtering and prediction theory; least squares approximations; C++ class; RLS nonlinear adaptive algorithms; adaptive filtering; finite precision arithmetic; floating point DSP chips; floating point digital signal processor; least squares estimation; nonlinear adaptive filtering algorithms; numerical accuracy; parallel processors; precision floating point hardware; real-time applications; stability; Adaptive algorithm; Adaptive filters; Digital signal processing chips; Digital signal processors; Filtering algorithms; Hardware; Least squares approximation; Resonance light scattering; Signal processing algorithms; Stability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signals, Systems and Computers, 1993. 1993 Conference Record of The Twenty-Seventh Asilomar Conference on
  • Conference_Location
    Pacific Grove, CA
  • ISSN
    1058-6393
  • Print_ISBN
    0-8186-4120-7
  • Type

    conf

  • DOI
    10.1109/ACSSC.1993.342348
  • Filename
    342348