Adaptive blind multiuser detection over flat fast fading channels using particle filtering

被引:2
|
作者
Huang Y. [1 ]
Zhang J. [2 ]
Luna I.T. [3 ]
Djurić P.M. [4 ]
Padillo D.P.R. [3 ]
机构
[1] Department of Electrical Engineering, University of Texas at San Antonio, San Antonio
[2] Department of Electrical and Computer Engineering, University of New Hampshire, Durham
[3] Departamento de Física Aplicada, Universidad de Granada
[4] Department of Electrical and Computer Engineering, Stony Brook University, Stony Brook
基金
美国国家科学基金会;
关键词
Fading channel estimation; Mixture Kalman filter; Multiuser detection; Particle filtering; Time-observation state-space model;
D O I
10.1155/WCN.2005.130
中图分类号
学科分类号
摘要
We propose a method for blind multiuser detection (MUD) in synchronous systems over flat and fast Rayleigh fading channels. We adopt an autoregressive-moving-average (ARMA) process to model the temporal correlation of the channels. Based on the ARMA process, we propose a novel time-observation state-space model (TOSSM) that describes the dynamics of the addressed multiuser system. The TOSSM allows an MUD with natural blending of low-complexity particle filtering (PF) and mixture Kalman filtering (for channel estimation). We further propose to use a more efficient PF algorithm known as the stochastic M-algorithm (SMA), which, although having lower complexity than the generic PF implementation, maintains comparable performance. © 2005 Hindawi Publishing Corporation.
引用
收藏
页码:130 / 140
页数:10
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