A CDMA multiuser detection algorithm on the basis of belief propagation

被引:234
作者
Kabashima, Y [1 ]
机构
[1] Tokyo Inst Technol, Dept Computat Intelligence & Syst Sci, Yokohama, Kanagawa 2268502, Japan
来源
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL | 2003年 / 36卷 / 43期
关键词
D O I
10.1088/0305-4470/36/43/030
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
An iterative algorithm for the multiuser detection problem that arises in code division multiple access (CDMA) systems is developed on the basis of Pearl's belief propagation (BP). We show that the BP-based algorithm exhibits nearly optimal performance in a practical time scale by utilizing the central limit theorem and self-averaging property appropriately, whereas direct application of BP to the detection problem is computationally difficult and far from practical. We further present close relationships of the proposed algorithm to the Thouless-Anderson-Palmer approach and replica analysis known in spin-glass research.
引用
收藏
页码:11111 / 11121
页数:11
相关论文
共 30 条
[1]   STABILITY OF SHERRINGTON-KIRKPATRICK SOLUTION OF A SPIN GLASS MODEL [J].
DEALMEIDA, JRL ;
THOULESS, DJ .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1978, 11 (05) :983-990
[2]  
FABRICIUS T, 2003, CORRECTING BIAS SUBT
[3]   The Nishimori line and Bayesian statistics [J].
Iba, Y .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1999, 32 (21) :3875-3888
[4]   Propagating beliefs in spin-glass models [J].
Kabashima, Y .
JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 2003, 72 (07) :1645-1649
[5]  
Kabashima Y, 2001, NEU INF PRO, P51
[6]   Typical performance of Gallager-type error-correcting codes [J].
Kabashima, Y ;
Murayama, T ;
Saad, D .
PHYSICAL REVIEW LETTERS, 2000, 84 (06) :1355-1358
[7]   Good error-correcting codes based on very sparse matrices [J].
MacKay, DJC .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1999, 45 (02) :399-431
[8]   Near Shannon limit performance of low density parity check codes [J].
MacKay, DJC ;
Neal, RM .
ELECTRONICS LETTERS, 1997, 33 (06) :457-458
[9]  
Mezard M, 1986, SPIN GLASS THEORY
[10]   Statistical physics of regular low-density parity-check error-correcting codes [J].
Murayama, T ;
Kabashima, Y ;
Saad, D ;
Vicente, R .
PHYSICAL REVIEW E, 2000, 62 (02) :1577-1591