DocumentCode :
883317
Title :
Recursive short-data-record estimation of AV and MMSE/MVDR linear filters for DS-CDMA antenna array systems
Author :
Psaromiligkos, Ioannis N. ; Batalama, Stella N.
Author_Institution :
Dept. of Electr. Eng., State Univ. of New York, Buffalo, NY, USA
Volume :
52
Issue :
1
fYear :
2004
Firstpage :
136
Lastpage :
148
Abstract :
The presence of the desired signal during estimation of the minimum mean-square error (MMSE)/minimum-variance distortionless-response (MVDR) and auxiliary-vector (AV) filters under limited data support leads to significant signal-to-interference-plus-noise ratio (SINR) performance degradation. We quantify this observation in the context of direct-sequence code-division multiple-access (DS-CDMA) communications by deriving close approximations for the mean-square filter estimation error, the probability density function of the output SINR, and the probability density function of the symbol-error rate (SER) of the sample matrix inversion (SMI) receiver evaluated using both a desired-signal-"present" and desired-signal-"absent" input covariance matrix. To avoid such performance degradation, we propose a DS-CDMA receiver that utilizes a simple pilot-assisted algorithm that estimates and then subtracts the desired signal component from the received signal prior to filter estimation. Then, to accommodate decision-directed operation, we develop two recursive algorithms for the on-line estimation of the AV and MMSE/MVDR filter and we study their convergence properties. Finally, simulation studies illustrate the SER performance of the overall receiver structures.
Keywords :
adaptive filters; antenna arrays; code division multiple access; covariance matrices; diversity reception; error statistics; interference suppression; least mean squares methods; radio receivers; radiofrequency interference; recursive estimation; spread spectrum communication; adaptive filters; antenna arrays; auxiliary-vector linear filter; decision-directed operation; desired-signal-absent matrix; desired-signal-present input covariance matrix; direct-sequence code division multiple access; mean-square filter estimation error; minimum mean-square error; minimum-variance distortionless-response; multiple-access interference suppression; pilot-assisted algorithm; probability density function; recursive algorithm; recursive short-data-record estimation; sample matrix inversion receiver; signal-to-interference-plus-noise ratio; space-time processing; symbol-error rate; Context; Covariance matrix; Degradation; Distortion; Linear antenna arrays; Multiaccess communication; Nonlinear filters; Probability density function; Recursive estimation; Signal to noise ratio;
fLanguage :
English
Journal_Title :
Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
0090-6778
Type :
jour
DOI :
10.1109/TCOMM.2003.822186
Filename :
1264203
Link To Document :
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