• DocumentCode
    1899266
  • Title

    Analysis of matrix multiplication on high density Virtex-7 FPGA

  • Author

    Jose, Wilson ; Silva, A.R. ; Neto, Horacio ; Vestias, Mario

  • fYear
    2013
  • fDate
    2-4 Sept. 2013
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In this work, we have developed a theoretical model of matrix multiplication including a detailed model of external memory access. We have used the model to guide the design of a many core architecture. The architecture was modeled and simulated in SystemC and a small prototype was implemented in an FPGA board to determine the accuracy of the model. Finally, using the model, we determined the achievable performance in Virtex-7 FPGAs. The results indicate the correctness of the model and the performance of state-of-the-art FPGAs in the execution of matrix-multiplication.
  • Keywords
    field programmable gate arrays; hardware description languages; logic design; matrix multiplication; multiprocessing systems; FPGA board; SystemC; external memory access; high density Virtex-7 FPGA; many core architecture design; matrix multiplication; Algorithm design and analysis; Arrays; Bandwidth; Computational modeling; Field programmable gate arrays; Microprocessors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Field Programmable Logic and Applications (FPL), 2013 23rd International Conference on
  • Conference_Location
    Porto
  • Type

    conf

  • DOI
    10.1109/FPL.2013.6645604
  • Filename
    6645604