Belief propagation over SISO/MIMO frequency selective fading channels

被引:15
作者
Kaynak, Mustafa N.
Duman, Tolga M.
Kurtas, Erozan M.
机构
[1] STMicroelectronics, San Diego, CA 92121 USA
[2] Arizona State Univ, Goldwater Res Ctr, Dept Elect Engn, Tempe, AZ 85287 USA
[3] Seagate Res, Pittsburgh, PA 15222 USA
关键词
belief propagation; channel detection; frequency selective fading channels; MIMO systems; mutual information;
D O I
10.1109/TWC.2007.05779
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
In this letter, we propose an iterative belief propagation (BP) channel detector (equalizer) over single-input single-output (SISO) and multiple-input multiple-output (MIMO) frequency selective fading channels as an alternative to the typically used maximum a-posteriori (MAP) or maximum likelihood (ML) detectors. The proposed detector has a parallel structure, resulting in fast hardware implementations. Moreover, BP detector is less complex than the MAP detector and it has a short decoding delay. We analyze the bit error rate and the mutual information and show that, over frequency selective fading channels, the proposed BP detector achieves a near-optimal performance, even in the presence of the length 4 cycles in the corresponding channel factor graph.
引用
收藏
页码:2001 / 2005
页数:5
相关论文
共 12 条
[1]   The viterbi algorithm for sparse channels [J].
Benvenuto, N ;
Marchesani, R .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1996, 44 (03) :287-289
[2]   On the application of factor graphs and the sum-product algorithm to ISI channels [J].
Colavolpe, G ;
Germi, G .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2005, 53 (05) :818-825
[3]  
COLAVOLPE G, 2003, P 3 INT S TURB COD R, P283
[4]   On Limits of Wireless Communications in a Fading Environment when Using Multiple Antennas [J].
Foschini G.J. ;
Gans M.J. .
Wireless Personal Communications, 1998, 6 (3) :311-335
[5]  
Foschini G. J., 1996, Bell Labs Technical Journal, V1, P41, DOI 10.1002/bltj.2015
[6]  
Kaynak MN, 2004, VTC2004-FALL: 2004 IEEE 60TH VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-7, P1367
[7]   Joint message-passing decoding of LDPC codes and partial-response channels [J].
Kurkoski, BM ;
Siegel, PH ;
Wolf, JK .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2002, 48 (06) :1410-1422
[8]   An introduction to factor graphs [J].
Loeliger, HA .
IEEE SIGNAL PROCESSING MAGAZINE, 2004, 21 (01) :28-41
[9]  
LU B, 2005, EURASIP J WIREL COMM, V2, P187
[10]  
Proakis J.G., 1995, DIGITAL COMMUNICATIO