Title :
EM-based sequential detection for mixed mode Ricean/Rayleigh fading channels with unresolved delays
Author :
Chen, King ; Danilo-Lemoine, F.
Author_Institution :
Dept. of Syst. & Comput. Eng., Carleton Univ., Ottawa, Ont., Canada
Abstract :
This paper considers a sub-optimal sequential non-coherent pilot-aided receiver based on the expectation-maximization (EM) algorithm for unresolved mixed mode Ricean/Rayleigh channels. The proposed detection technique iteratively finds the maximum likelihood (ML) estimate using symbol-by-symbol maximizations. It is shown that the EM-based scheme that uses a decorrelation matrix, yields diversity-like gains in the case of BPSK or 4QAM DS-CDMA signaling for various spreading gains even if the multipath is unresolved and the channel is highly correlated and only known statistically. Comparison with minimum mean square error (MMSE) schemes that assume instantaneous knowledge of the channel, showed the superiority of the EM-based structure over one single-sided tapped delay line MMSE (KS-MMSE) scheme and its very close performance to a double-sided tapped delay line MMSE approach (KD-MMSE) although the EM-based structure does not know the channel.
Keywords :
Rayleigh channels; Rician channels; code division multiple access; decorrelation; iterative methods; least mean squares methods; maximum likelihood detection; multipath channels; phase shift keying; quadrature amplitude modulation; 4QAM DS-CDMA; BPSK; decorrelation matrix; diversity-like gains; double-sided tapped delay line MMSE method; expectation-maximization based sequential detection; iterative maximum likelihood estimation; mixed mode Ricean/Rayleigh fading channels; multipath fading channels; noncoherent pilot-aided receiver; single-sided tapped delay line MMSE method; spreading gains; symbol-by-symbol maximizations; unresolved delay fading channels; unresolved multipath channel; Binary phase shift keying; Decorrelation; Delay lines; Fading; Iterative algorithms; Maximum likelihood detection; Maximum likelihood estimation; Mean square error methods; Multiaccess communication; Rayleigh channels;
Conference_Titel :
Vehicular Technology Conference, 2004. VTC 2004-Spring. 2004 IEEE 59th
Print_ISBN :
0-7803-8255-2
DOI :
10.1109/VETECS.2004.1388002