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
Link To Document :
بازگشت