• DocumentCode
    3258972
  • Title

    FPGA implementation of constrained LMS algorithm

  • Author

    Mohanty, Mihir Narayan ; Mishra, Biswajit ; Routray, Aurobinda

  • Author_Institution
    ITER, Siksha O Anusandhan Univ., Bhubaneswar, India
  • fYear
    2011
  • fDate
    28-30 Dec. 2011
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    The use of adaptive systems in a wide variety of applications is one of the factor to update the current research. For building and realizing the adaptive filters, Digital Signal Processors and Application specific Integrated Circuits (ASICs) are the common and popular medium. For such adaptive systems Least Mean Square(LMS) algorithm has occupied an important space for its simplicity and robustness. Practically step size parameter as a constraint, is a key parameter of LMS algorithm. Simultaneously Field Programmable Gate Array (FPGA) has become attractive for the purpose of realization. In this paper, an approach has been proposed to realize the constrained LMS (CLMS) in FPGA Variable step size parameter is considered as the constraint. Simulation results for system identification are provided to support the theoretical analysis. The result shows the efficacy of the approach.
  • Keywords
    adaptive filters; application specific integrated circuits; digital signal processing chips; field programmable gate arrays; least mean squares methods; ASIC; CLMS; FPGA implementation; FPGA variable step size parameter; adaptive filters; adaptive systems least mean square algorithm; application specific integrated circuits; constrained LMS algorithm; digital signal processors; field programmable gate array; system identification; Adaptive filters; Algorithm design and analysis; Convergence; Field programmable gate arrays; Least squares approximation; Signal processing algorithms; Constrained LMS (CLMS); FPGA; LMS Algorithm; System Identification; Variable Step Size LMS (VSSLMS);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Energy, Automation, and Signal (ICEAS), 2011 International Conference on
  • Conference_Location
    Bhubaneswar, Odisha
  • Print_ISBN
    978-1-4673-0137-4
  • Type

    conf

  • DOI
    10.1109/ICEAS.2011.6147195
  • Filename
    6147195