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首页> 外文期刊>IEEE Transactions on Communications >A Low-Cost and Robust Maximum Likelihood Joint Estimator for the Doppler Spread and CFO Parameters Over Flat-Fading Rayleigh Channels
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A Low-Cost and Robust Maximum Likelihood Joint Estimator for the Doppler Spread and CFO Parameters Over Flat-Fading Rayleigh Channels

机译:平衰落瑞利信道上多普勒扩展和CFO参数的低成本和鲁棒最大似然联合估计器

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摘要

This paper addresses the problem of Doppler spread and carrier frequency offset (CFO) estimation under flat-fading Rayleigh channels. We develop a new low-cost and robust approximate maximum likelihood (ML) estimator for these two key parameters that builds upon an elegant two-ray approximation model of the channel’s covariance matrix. The latter is then inverted analytically thereby yielding a closed-form expression for the underlying log-likelihood function that is prone to easy evaluation by the fast Fourier transform. Computer simulations show that the new estimator is accurate over wide ranges of the Doppler spread and CFO parameters. Moreover, it outperforms many state-of-the-art techniques under the adverse conditions of short data records and/or low SNR thresholds. Most prominently, it exhibits an unprecedented robustness to the Doppler spectrum shape of the channel since it does not require its a priori knowledge.
机译:本文解决了在平坦衰落的瑞利信道下的多普勒扩展和载波频率偏移(CFO)估计的问题。我们针对这两个关键参数开发了一种新的低成本,鲁棒的近似最大似然(ML)估计器,该估计器建立在通道协方差矩阵的优雅两射线近似模型的基础上。然后将后者解析地反转,从而为基本的对数似然函数生成一个封闭形式的表达式,该表达式易于通过快速傅里叶变换进行评估。计算机仿真表明,新的估计器在多普勒扩展和CFO参数的宽范围内都是准确的。此外,在短数据记录和/或低SNR阈值的不利条件下,它的性能优于许多最新技术。最显着的是,由于它不需要先验知识,因此对信道的多普勒频谱形状表现出空前的鲁棒性。

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