• DocumentCode
    33377
  • Title

    Linearization of Time-Varying Nonlinear Systems Using A Modified Linear Iterative Method

  • Author

    Hotz, Matthias ; Vogel, Carl

  • Author_Institution
    Telecommun. Res. Center (FTW), Vienna, Austria
  • Volume
    62
  • Issue
    10
  • fYear
    2014
  • fDate
    15-May-14
  • Firstpage
    2566
  • Lastpage
    2579
  • Abstract
    The linearization of nonlinear systems is an important digital enhancement technique. In this paper, a real-time capable post- and pre-linearization method for the widely applicable time-varying discrete-time Volterra series is presented. To this end, an alternative view on the Volterra series is established, which enables the utilization of certain modified linear iterative methods for linearization. For one particular linear iterative method, the Richardson iteration, the corresponding post- and pre-linearizers are discussed in detail. It is motivated that the resulting algorithm can be regarded as a generalization of some existing methods. Furthermore, a simply verifiable condition for convergence is presented, which allows the straightforward evaluation of applicability. The proposed method is demonstrated by means of the linearization of a time-varying nonlinear amplifier, which highlights its capability of linearizing significantly distorted signals, illustrates the advantageous convergence behavior, and depicts its robustness against modeling errors.
  • Keywords
    Volterra series; discrete time systems; iterative methods; linearisation techniques; nonlinear systems; signal processing; time-varying systems; Richardson iteration; digital enhancement technique; modified linear iterative method; post-linearization method; pre-linearization method; signal distortion; time-varying discrete-time Volterra series; time-varying nonlinear amplifier; time-varying nonlinear system; Approximation methods; Convergence; Iterative methods; Nonlinear systems; Real-time systems; Signal processing algorithms; Time-varying systems; $P$th-order inverse; Richardson iteration; Volterra series; digital predistortion; equalization; iterative methods; linearization; nonlinear systems; time-varying systems;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/TSP.2014.2311965
  • Filename
    6766708