Iterative EM receiver for space-time coded systems in MIMO frequency-selective fading channels with channel gain and order estimation

被引:17
作者
So, DKC [1 ]
Cheng, RS
机构
[1] Univ Manchester, Sch Elect & Elect Engn, Manchester M60 1QD, Lancs, England
[2] Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Hong Kong, Hong Kong, Peoples R China
关键词
complexity; expectation-maximization (EM) algorithm; intersymbol interference; modeling; space-time coding;
D O I
10.1109/TWC.2004.837293
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An iterative receiver for a space-time trellis coded system in frequency-selective fading channel is proposed. It performs channel gain estimation and sequence detection by using the expectation-maximization (EM) algorithm. Channel order estimation is included in the receiver to avoid unnecessary trellis computations by using the conditional model order estimator (CME). In addition, three modifications to the original CME criterion are proposed to improve the estimation accuracy. Simulation results show that the proposed receiver has a slight degradation in frame error rate performance to the known channel maximum likelihood receiver. Moreover, it outperforms the conventional fixed long-tap length EM receiver with a lesser complexity. Furthermore, the proposed modifications to the CME criterion improve the channel order estimation accuracy, thus minimizing unnecessary computations.
引用
收藏
页码:1928 / 1935
页数:8
相关论文
共 13 条
[1]  
Agrawal D, 1998, IEEE VTC P, P2232
[2]  
Bauch G., 1999, WCNC. 1999 IEEE Wireless Communications and Networking Conference (Cat. No.99TH8466), P261, DOI 10.1109/WCNC.1999.797827
[3]  
Cozzo C, 2000, IEEE ICC, P287, DOI 10.1109/ICC.2000.853129
[4]  
COZZO C, 1999, P 33 AS C SIGN SYST, V1, P613
[5]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[6]   Sequence estimation in the presence of random parameters via the EM algorithm [J].
Georghiades, CN ;
Han, JC .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1997, 45 (03) :300-308
[7]  
Heikkilä MJ, 2000, PIMRC 2000: 11TH IEEE INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, VOLS 1 AND 2, PROCEEDINGS, P490, DOI 10.1109/PIMRC.2000.881472
[8]   Conditional model order estimation [J].
Kay, S .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2001, 49 (09) :1910-1917
[9]  
Kay SM, 1993, Fundamentals of Statistical Signal Processing
[10]   Iterative maximum-likelihood sequence estimation for space-time coded systems [J].
Li, YX ;
Georghiades, CN ;
Huang, G .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2001, 49 (06) :948-951