DocumentCode :
1082549
Title :
Frequency domain interpretation of LMS convergence of a fractionally spaced equalizer
Author :
Reznic, Zvi ; Johnson, C. Richard, Jr. ; De Victoria, Fernando López
Author_Institution :
Sch. of Electr. Eng., Cornell Univ., Ithaca, NY, USA
Volume :
3
Issue :
7
fYear :
1996
fDate :
7/1/1996 12:00:00 AM
Firstpage :
206
Lastpage :
208
Abstract :
In this letter, we extend results regarding the behavior of a symbol-spaced tapped-delay-line LMS-adapted equalizer in frequency domain terms to a fractionally spaced implementation. These results rely on an eigendecomposition of the autocorrelation matrix of the received signal. In fractionally spaced equalization systems, the output of the analog channel is oversampled, resulting in a cyclostationary signal. We derive its autocorrelation matrix. A symbol-spaced representation of the combined channel, equalizer and downsampling device is formed in the frequency domain, and the convergence rate of the time-domain LMS algorithm is described in the frequency domain.
Keywords :
adaptive equalisers; convergence of numerical methods; correlation methods; delay lines; eigenvalues and eigenfunctions; frequency-domain analysis; least mean squares methods; matrix algebra; signal representation; signal sampling; time-domain analysis; LMS convergence; analog channel; autocorrelation matrix; cyclostationary signal; downsampling device; eigendecomposition; fractionally spaced equalizer; frequency domain interpretation; oversampling; symbol-spaced representation; symbol-spaced tapped-delay-line LMS-adapted equalizer; time-domain LMS algorithm; Autocorrelation; Convergence; Equalizers; Finite impulse response filter; Frequency domain analysis; Least squares approximation; Sampling methods; Time domain analysis; Transfer functions; USA Councils;
fLanguage :
English
Journal_Title :
Signal Processing Letters, IEEE
Publisher :
ieee
ISSN :
1070-9908
Type :
jour
DOI :
10.1109/97.508166
Filename :
508166
Link To Document :
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