• DocumentCode
    2851718
  • Title

    Accelerating Matrix Multiplication on FPGAs

  • Author

    El-Atfy, Rasha ; Dessouky, Mohamed A. ; El-Ghitani, Hassan

  • Author_Institution
    Mentor Graphics, Wilsonville
  • fYear
    2007
  • fDate
    16-18 Dec. 2007
  • Firstpage
    203
  • Lastpage
    204
  • Abstract
    In this paper we present a new architecture for fixed-point matrix multiplication using Xilinx Virtex4 device. The architecture effectively utilizes the hardware resources on the entire FPGA and makes use of DSP blocks inside the FPGA devices. The architecture also reduces the routing complexity. Our architecture can be implemented for non-square matrix multiplication. The proposed implementation shows improvement in area and latency compared to recent published work. An improvement by over 50% in FMAX and 20% in area using new FPGAs has been achieved.
  • Keywords
    digital signal processing chips; field programmable gate arrays; matrix multiplication; DSP blocks; FPGA; Xilinx Virtex4 device; accelerating matrix multiplication; fixed-point matrix multiplication; hardware resources; nonsquare matrix multiplication; routing complexity; Acceleration; Adders; Clocks; Computer architecture; Digital signal processing; Field programmable gate arrays; Frequency; Graphics; Hardware; Routing; DSP; FPGA; Matrix Multiplication;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Design and Test Workshop, 2007. IDT 2007. 2nd International
  • Conference_Location
    Cairo
  • Print_ISBN
    978-1-4244-1824-4
  • Electronic_ISBN
    978-1-4244-1825-1
  • Type

    conf

  • DOI
    10.1109/IDT.2007.4437460
  • Filename
    4437460