• DocumentCode
    3490548
  • Title

    Floating-point error analysis based on affine arithmetic

  • Author

    Fang, Claire Fang ; Chen, Tsuhan ; Rutenbar, Rob A.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
  • Volume
    2
  • fYear
    2003
  • fDate
    6-10 April 2003
  • Abstract
    During the development of floating-point signal processing systems, an efficient error analysis method is needed to guarantee the output quality. We present a novel approach to floating-point error bound analysis based on affine arithmetic. The proposed method not only provides a tighter bound than the conventional approach, but also is applicable to any arithmetic operation. The error estimation accuracy is evaluated across several different applications which cover linear operations, nonlinear operations, and feedback systems. The accuracy decreases with the depth of computation path and also is affected by the linearity of the floating-point operations.
  • Keywords
    error analysis; floating point arithmetic; signal processing; affine arithmetic; computation path depth; error bound analysis; feedback systems; floating-point error analysis; linear operations; linearity; nonlinear operations; signal processing systems; Application software; Computer errors; Error analysis; Feedback; Floating-point arithmetic; Hardware; Linearity; Roundoff errors; Signal processing; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1202428
  • Filename
    1202428