• DocumentCode
    2962492
  • Title

    FPGA-based design and implementation of an approximate polynomial matrix EVD algorithm

  • Author

    Kasap, Safa ; Redif, Soydan

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Eur. Univ. of Lefke, Gemikonagi, Cyprus
  • fYear
    2012
  • fDate
    10-12 Dec. 2012
  • Firstpage
    135
  • Lastpage
    140
  • Abstract
    In this paper, we introduce a field-programmable gate array (FPGA) hardware architecture for the realization of an algorithm for computing the eigenvalue decomposition (EVD) of para-Hermitian polynomial matrices. Specifically, we develop a parallelized version of the second-order sequential best rotation (SBR2) algorithm for polynomial matrix EVD (PEVD). The proposed algorithm is an extension of the parallel Jacobi method to para-Hermitian polynomial matrices, as such it is the first architecture devoted to PEVD. Hardware implementation of the algorithm is achieved via a highly pipelined, non-systolic FPGA architecture. The proposed architecture is scalable in terms of the size of the input para-Hermitian matrix. We demonstrate the decomposition accuracy of the architecture through FPGA-in-the-loop hardware co-simulations. Results confirm that the proposed solution gives low execution times while reducing the number of resources required from the FPGA.
  • Keywords
    Hermitian matrices; Jacobian matrices; eigenvalues and eigenfunctions; field programmable gate arrays; logic design; parallel architectures; pipeline processing; polynomial matrices; FPGA-based design; FPGA-in-the-loop hardware cosimulation; PEVD; approximate polynomial matrix EVD algorithm; eigenvalue decomposition accuracy; field programmable gate array hardware architecture; para-Hermitian polynomial matrices; parallel Jacobi method; parallelized version; pipelined nonsystolic FPGA architecture; second-order sequential best rotation algorithm; Computer architecture; Field programmable gate arrays; Hardware; Jacobian matrices; Matrix decomposition; Polynomials; Random access memory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Field-Programmable Technology (FPT), 2012 International Conference on
  • Conference_Location
    Seoul
  • Print_ISBN
    978-1-4673-2846-3
  • Electronic_ISBN
    978-1-4673-2844-9
  • Type

    conf

  • DOI
    10.1109/FPT.2012.6412125
  • Filename
    6412125