Title :
Modification of the reference signal for fast convergence in LMS-based adaptive equalizers
Author :
Lee, Gi Hun ; Choi, Jinho ; Park, Rae-Hong ; Song, Lickho ; Park, Jae Hyuk ; Lee, Byung-Uk
Author_Institution :
Dept. of Electr. Eng., Sogang Univ., Seoul, South Korea
fDate :
8/1/1994 12:00:00 AM
Abstract :
In adaptive equalizers based on least mean squares (LMS) algorithms, the convergence rate is determined by the correlation matrix of an input signal. When the eigenvalue spread of the correlation matrix is close to unity, the convergence rate is quite fast. In this paper, for fast convergence of LMS-based adaptive equalizers we propose a modified reference signal pertinent to the given statistical channel. From the theoretical analysis and computer simulations, it is shown that the proposed modification method is guile effective for fast convergence of LMS-based adaptive equalizers
Keywords :
convergence of numerical methods; equalisers; image processing; least squares approximations; telecommunication channels; television interference; video signals; LMS adaptive equalizers; computer simulations; convergence rate; correlation matrix; eigenvalue spread; input signal; least mean squares algorithms; modified reference signal; reference signal modification; statistical channel; Adaptive equalizers; Computer simulation; Convergence; Data communication; Degradation; Eigenvalues and eigenfunctions; Finite impulse response filter; Large Hadron Collider; Least squares approximation; Transversal filters;
Journal_Title :
Consumer Electronics, IEEE Transactions on