On the use of first-order autoregressive modeling for Rayleigh flat fading channel estimation with Kalman filter

被引:29
作者
Ghandour-Haidar, Soukayna [1 ]
Ros, Laurent [1 ]
Brossier, Jean-Marc [1 ]
机构
[1] Grenoble Univ, Polytech Inst, GIPSA Lab, F-38402 St Martin Dheres, France
关键词
Channel estimation; Autoregressive model; Kalman filter; Jakes's spectrum; Rayleigh channel; Flat fading; Bayesian Cramer-Rao bounds (BCRB);
D O I
10.1016/j.sigpro.2011.08.014
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
This letter deals with the estimation of a flat fading Rayleigh channel with Jakes's spectrum. The channel is approximated by a first-order autoregressive (AR(1)) model and tracked by a Kalman filter (KF). The common method used in the literature to estimate the parameter of the AR(1) model is based on a correlation matching (CM) criterion. However, for slow fading variations, another criterion based on the minimization of the asymptotic variance (MAV) of the KF is more appropriate, as already observed in few works (Barbieri et al., 2009 [1]). This letter gives analytic justification by providing approximated closed-form expressions of the estimation variance for the CM and MAV criteria, and of the optimal AR(1) parameter. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:601 / 606
页数:6
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