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Content Provider | IEEE Xplore Digital Library |
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Author | Zhengyuan Xu |
Copyright Year | 1991 |
Abstract | In this paper, correlation matching techniques are applied to estimate multipath code division multiple access (CDMA) channels. We arrange unknown multipath parameters for each of J active users in a vector. Then, the output correlation matrix is parameterized by J unknown rank one matrices, with each one formulated from the corresponding channel vector. This correlation matrix is further compared with its sample average. The resulting error can be first minimized to obtain unbiased estimates of J unknown rank one matrices in closed forms. Thus, our estimator for each channel vector is derived by singular value decomposition (SVD) on the associated rank one matrix within a scalar ambiguity. It turns out that the performance of our estimator can be improved by introducing an asymptotically optimal weighting matrix in our cost function. This weighting matrix can be estimated directly from data samples only with a small penalty on the asymptotic performance. The asymptotic covariance of our estimator is also derived and can be compared with the Cramer-Rao lower bound, both in closed forms. Simulation results show the applicability of the proposed methods and consistency with our theoretical analysis. |
Sponsorship | IEEE Signal Processing Society |
Starting Page | 2003 |
Ending Page | 2017 |
Page Count | 15 |
File Size | 433728 |
File Format | |
ISSN | 1053587X |
Volume Number | 49 |
Issue Number | 9 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2001-09-01 |
Publisher Place | U.S.A. |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Multiaccess communication Matrix decomposition Channel estimation Covariance matrix Digital communication Blind equalizers Parameter estimation Yield estimation Singular value decomposition Cost function |
Content Type | Text |
Resource Type | Article |
Subject | Electrical and Electronic Engineering Signal Processing |
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