Estimation of block-fading channels with reduced-rank correlation matrix

O. Simeone, U. Spagnolini
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引用次数: 3

Abstract

In block-fading transmission, the discrete-time taps of time-varying channels can be generally modelled as a stationary random vector process with unknown and rank-deficient correlation matrix. The model applies to single/multi-antenna systems for single/multi-carrier modulation. In this paper, we propose a hybrid estimator that sequentially estimates the (deterministic) rank-deficient channel correlation matrix and the (random) channel taps. In addition, we derive a bound on the corresponding estimation error by adapting the Cramer Rao bound (CRB) to the case of mixed deterministic and random parameters (hybrid CRB). Finally, we assess that the proposed estimator is statistically efficient through comparison with the hybrid CRB.
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基于降阶相关矩阵的块衰落信道估计
在块衰落传输中,时变信道的离散时间抽头通常可以建模为具有未知的秩缺失相关矩阵的平稳随机向量过程。该模型适用于单/多天线系统的单/多载波调制。在本文中,我们提出了一种混合估计器,它顺序估计(确定性)秩缺失信道相关矩阵和(随机)信道抽头。此外,我们将Cramer - Rao界(CRB)应用于确定性参数与随机参数混合的情况,导出了相应估计误差的界。最后,通过与混合CRB的比较,我们评估了该估计器的统计效率。
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