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On the robustness of the finite-length MMSE-DFE with respect to channel and second-order statistics estimation errors

机译:关于信道和二阶统计估计误差的有限长度MMSE-DFE的鲁棒性

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The finite-length minimum mean square error decision-feedback equalizer (MMSE-DFE) is an efficient structure mitigating intersymbol interference (ISI) introduced by practically all communication channels at high-enough symbol rates. The filters constituting the MMSE-DFE, as well as related performance measures, can be computed by assuming perfect knowledge of the channel impulse response and the input and noise second-order statistics (SOS). In practice, we estimate the unknown quantities, and thus, inevitable estimation errors arise. We model the estimation errors as small perturbations, and we derive a second-order approximation to the excess MSE. Furthermore, we derive second-order approximations to the mean excess MSE in terms of the parameter estimation error covariance matrices and simple and informative bounds, revealing the factors that govern the behavior of MMSE-DFE under mismatch. Simulations confirm that the derived second-order approximations provide accurate estimates of the MMSE-DFE performance degradation due to mismatch.
机译:有限长度的最小均方误差判决反馈均衡器(MMSE-DFE)是一种有效的结构,可减轻几乎所有通信信道以足够高的符号率引入的符号间干扰(ISI)。可以通过假设信道脉冲响应以及输入和噪声二阶统计量(SOS)的完备知识来计算构成MMSE-DFE的滤波器以及相关的性能指标。实际上,我们估计未知量,因此不可避免地会出现估计误差。我们将估计误差建模为小扰动,然后得出多余MSE的二阶近似值。此外,我们从参数估计误差协方差矩阵以及简单和信息性边界的角度推导了平均均方MSE的二阶逼近,揭示了控制失配下MMSE-DFE行为的因素。仿真证实,导出的二阶近似值提供了由于失配而导致的MMSE-DFE性能下降的准确估计。

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