DocumentCode
1137456
Title
Linear prediction error method for blind identification of periodically time-varying channels
Author
Tugnait, Jitendra K. ; Luo, Weilin
Author_Institution
Dept. of Electr. & Comput. Eng., Auburn Univ., AL, USA
Volume
50
Issue
12
fYear
2002
fDate
12/1/2002 12:00:00 AM
Firstpage
3070
Lastpage
3082
Abstract
Blind channel estimation for single-input multiple-output (SIMO) periodically time-varying channels is considered using only the second-order statistics of the data. The time-varying channel is assumed to be described by a complex exponential basis expansion model (CE-BEM). The linear prediction error method for blind identification of time-invariant channels is extended to time-varying channels represented by a CE-BEM. Sufficient conditions for identifiability are investigated. The cyclostationary nature of the received signal is exploited to consistently estimate the time-varying correlation function of the data from a single observation record. The proposed method requires the knowledge of the active basis functions but not the channel length (an upper bound suffices). Several existing methods require precise knowledge of the channel length. Equalization of the time-varying channel, given the estimated channel, is investigated. Computer simulation examples are presented to illustrate the approach and to compare it with two existing approaches.
Keywords
blind equalisers; channel estimation; correlation methods; error analysis; identification; prediction theory; statistical analysis; time-varying channels; ISI channels; SIMO channels; active basis functions; blind channel estimation; blind identification; channel length; complex exponential basis expansion model; computer simulation; cyclostationary received signal; linear prediction error method; observation record; periodically time-varying channels; second-order statistics; single-input multiple-output channels; sufficient conditions; time-invariant channels; time-varying channel equalization; time-varying correlation function; upper bound; Blind equalizers; Channel estimation; Delay; Digital communication; Fading; Finite impulse response filter; Intersymbol interference; Statistics; Sufficient conditions; Time-varying channels;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2002.805493
Filename
1076000
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