Title :
Convergence analysis of an algorithm for blind equalization
Author :
Weerackody, Vijitha ; Kassam, Saleem A. ; Laker, Kenneth R.
Author_Institution :
Dept. of Electr. Eng., Pennsylvania Univ., Philadelphia, PA, USA
fDate :
6/1/1991 12:00:00 AM
Abstract :
The authors consider a key algorithm for blind equalization and derive expressions for the evolution of the equalizer output error trajectory. The authors develop a model to examine the convergence behavior of this algorithm. Suitable approximations are incorporated into the model to facilitate analysis. The validity of these approximations is demonstrated for a typical communication channel. It is shown that even for a channel for which the assumption of Gaussianity of the equalizer input data may not be very good, the analysis presented predicts the convergence behavior reasonably well
Keywords :
convergence of numerical methods; equalisers; telecommunication channels; Gaussian data; algorithm; approximations; blind equalization; communication channel; convergence analysis; equalizer input data; equalizer output error trajectory; Adaptive equalizers; Algorithm design and analysis; Blind equalizers; Convergence; Cost function; Least squares approximation; Mean square error methods; Statistics; Stochastic processes; Trajectory;
Journal_Title :
Communications, IEEE Transactions on