Title :
Asymptotic analysis of blind multiuser detection with blind channel estimation
Author :
Høst-Madsen, Anders ; Wang, Xiaodong ; Bahng, Seungjae
Author_Institution :
Dept. of Electr. Eng., Univ. of Hawaii, Honolulu, HI, USA
fDate :
6/1/2004 12:00:00 AM
Abstract :
The analytical performance of the subspace-based blind linear minimum mean-square error (MMSE) multiuser detection algorithm in general multipath multi-antenna code-division multiple-access (CDMA) systems is investigated. In blind multiuser detection, the linear MMSE detector of a given user is estimated from the received signals, based on the knowledge of only the spreading sequence of that user. Typically, the channel of that user must be estimated first, based on the orthogonality between the signal and noise subspaces. An asymptotic limit theorem for the estimate of the blind linear detector (when the received signal sample size is large) is obtained, based on which approximate expressions of the average output signal-to-inference plus noise ratios (SINRs) and bit error rates (BERs) for both binary phase-shift keying (BPSK) and quaternary phase-shift keying (QPSK) modulations are given. Corresponding results for group-blind multiuser detectors are also obtained. Examples are provided to demonstrate the excellent match between the theory developed in this paper and the simulation results.
Keywords :
antenna arrays; array signal processing; channel estimation; code division multiple access; error statistics; least mean squares methods; multipath channels; multiuser detection; phase shift keying; BER; asymptotic limit theorem; binary phase-shift keying modulation; bit error rate; blind channel estimation; blind multiuser detection; code division multiple access; group-blind multiuser detectors; minimum mean-square error; multipath multiantenna CDMA systems; quaternary phase-shift keying modulation; signal subspace; signal-to-interference plus noise ration; spreading sequence; Algorithm design and analysis; Blind equalizers; Detectors; Estimation theory; Multiaccess communication; Multiuser detection; Performance analysis; Phase estimation; Phase shift keying; Signal to noise ratio; Asymptotic analysis; blind channel estimation; blind multiuser detection; group-blind; multi-antenna; multipath; signal subspace;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2004.827158