DocumentCode
782819
Title
Performance bounds for linear MMSE receivers in CDMA systems with partial channel knowledge
Author
Høst-Madsen, Anders ; Wang, Xiaodong
Author_Institution
Dept. of Electr. Eng., Hawaii Univ., Honolulu, HI, USA
Volume
51
Issue
10
fYear
2003
Firstpage
2495
Lastpage
2510
Abstract
In code division multiple access (CDMA) systems employing linear adaptive receivers, the detector is typically estimated directly from the received signals, based on some partial knowledge about the system, e.g., signature waveforms of one or several users. We derive the Cramer-Rao lower bounds on the covariances of the estimated linear detectors, under three different assumptions on the mechanism for estimating the detectors, namely, a) finite-alphabet-based (FA) blind detectors, b) constant-modulus-based (CM) blind detectors, and c) second-order-moments-based (SO) blind detectors. These bounds translate into the upper bounds on the achievable signal-to-interference-plus-noise ratio (SINR) by the corresponding adaptive receivers. The results are asymptotic in nature, either for high signal-to-noise ratio (SNR) or for large signal sample size. The effects of unknown multipath channels on these performance bounds are also addressed. Numerical results indicate that while the existing subspace blind or group-blind detectors perform close to the SINR bound for the SO detectors, the SINR bounds for the FA and CM detectors are significantly higher, which suggests potential avenues for developing more powerful adaptive detectors by exploiting more structural information from the system.
Keywords
adaptive signal detection; code division multiple access; covariance analysis; least mean squares methods; multipath channels; multiuser detection; parameter estimation; radio receivers; CDMA systems; Cramer-Rao lower bounds; SINR; SNR; code division multiple access; constant-modulus-based blind detectors; covariances; finite-alphabet-based blind detectors; linear MMSE receivers; linear adaptive receivers; multipath channels; partial channel knowledge; second-order-moments-based blind detectors; signal-to-interference-plus-noise ratio; signal-to-noise ratio; subspace detectors; Adaptive signal detection; Adaptive systems; Code division multiplexing; Detectors; Multiaccess communication; Multipath channels; Multiuser detection; Signal processing; Signal to noise ratio; Upper bound;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2003.816771
Filename
1232318
Link To Document