• DocumentCode
    1292527
  • Title

    Analysis of floating point roundoff errors using dummy multiplier coefficient sensitivities

  • Author

    Zeng, Bing ; Neuvo, Yrjö

  • Author_Institution
    Signal Process. Lab., Tampere Univ. of Technol., Finland
  • Volume
    38
  • Issue
    6
  • fYear
    1991
  • fDate
    6/1/1991 12:00:00 AM
  • Firstpage
    590
  • Lastpage
    601
  • Abstract
    A simple method for analyzing roundoff errors in floating-point digital filters is presented. The method is based on the coefficient sensitivities of dummy multipliers with gains of one and connects the roundoff error analysis to coefficient sensitivity analysis. A general formulation for calculating the roundoff noise level at the output of a digital filter is presented, and a simple upper bound for roundoff error accumulation is derived. The approach makes it possible to draw some general conclusions about the floating-point roundoff noise properties of certain filter structures. The cascade, parallel, and Gray-Markel lattice structures are analyzed in detail. The interaction between coefficient sensitivity and roundoff error is discussed, and several general conclusions are drawn. Numerical examples confirm that the method is accurate enough for practical use
  • Keywords
    cascade networks; digital filters; roundoff errors; Gray-Markel lattice structures; cascade structures; digital filters; dummy multiplier coefficient sensitivities; filter structures; floating point roundoff errors; parallel structures; roundoff error accumulation; Digital filters; Error analysis; Floating-point arithmetic; Lattices; Noise level; Roundoff errors; Sensitivity analysis; Signal processing; Signal processing algorithms; Upper bound;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0098-4094
  • Type

    jour

  • DOI
    10.1109/31.81854
  • Filename
    81854