• DocumentCode
    2925683
  • Title

    Development of adaptive channel equalization using DE

  • Author

    Khuntia, P.K. ; Sahu, B. ; Mohanty, C.S.

  • Author_Institution
    Konark Inst. of Sci. & Technol., Konark, India
  • fYear
    2012
  • fDate
    Oct. 30 2012-Nov. 2 2012
  • Firstpage
    419
  • Lastpage
    424
  • Abstract
    The digital channel equalizers are located in the front end of the receivers to avoid the effect of Inter-Symbol-Interference (ISI). In this paper, the equalization problem has been viewed as an optimization problem. In past the Least Mean Square Algorithm (LMS), Recursive least square (RLS), Artificial Neural Network (ANN) and Genetic Algorithm (GA) have been successfully employed for nonlinear channel equalization. The LMS, RLS and ANN techniques are derivative based and hence are chances that the parameters may fall to local minima during training. Though GA is a derivative free technique, it takes more converging time. We propose a novel equalization technique based on Differential Evolution (DE). DE is an efficient and powerful population based stochastic search technique for solving optimization problems over continuous space and hence the channel equalization performance is expected to be superior.
  • Keywords
    equalisers; intersymbol interference; optimisation; search problems; stochastic processes; adaptive channel equalization; artificial neural network; derivative free technique; differential evolution; digital channel equalizers; equalization problem; genetic algorithm; inter-symbol-interference; least mean square algorithm; local minima; nonlinear channel equalization; optimization problem; population based stochastic search technique; recursive least square; Communications technology; Decision support systems; Least squares approximation; Signal to noise ratio; Differential evolution; equalizer; global numerical optimization; least mean square; parameter adaptation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Communication Technologies (WICT), 2012 World Congress on
  • Conference_Location
    Trivandrum
  • Print_ISBN
    978-1-4673-4806-5
  • Type

    conf

  • DOI
    10.1109/WICT.2012.6409114
  • Filename
    6409114