• DocumentCode
    3455389
  • Title

    Matrix multiplication by an inexact systolic array

  • Author

    Ke Chen ; Lombardi, Fabrizio ; Jie Han

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Northeastern Univ., Boston, MA, USA
  • fYear
    2015
  • fDate
    8-10 July 2015
  • Firstpage
    151
  • Lastpage
    156
  • Abstract
    Different schemes for approximate computing of matrix multiplication (MM) in systolic arrays are presented in this manuscript. Inexact full adder cells are utilized in a processing element (PE) for the Baugh-Wooley multiplier and/or the final adder as circuits implementing the two computational steps required for MM. An extensive analysis and simulation-based assessment of three inexact schemes for the PE are pursued with respect to circuit level performance (such as delay, power consumption and number of transistors) and figures of merit of approximate computing (such as the error distance). The execution of MM in each PE results in an inexact computation affecting only the outputs of the same columns, so the extension of inexact computation to a systolic array can also be performed with very limited error. The discrete cosine transform as application of the proposed inexact systolic arrays, is evaluated; simulation results show that the proposed inexact array is very effective, incurring in a small error.
  • Keywords
    adders; approximation theory; matrix multiplication; systolic arrays; Baugh-Wooley multiplier; approximate computing; circuit level performance; discrete cosine transform; error distance; figures of merit; inexact full adder cells; matrix multiplication; processing element; systolic arrays; Adders; Arrays; Complexity theory; Delays; Discrete cosine transforms; Power dissipation; Transistors; Approximate computing; inexact design; matrix multiplication; systolic array;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nanoscale Architectures (NANOARCH), 2015 IEEE/ACM International Symposium on
  • Conference_Location
    Boston, MA
  • Type

    conf

  • DOI
    10.1109/NANOARCH.2015.7180604
  • Filename
    7180604