Decision Feedback Blind Equalizer with Tap-Leaky Whitening for Stable Structure-Criterion Switching

V. Krstic, M. Dukic
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引用次数: 7

Abstract

The research presented in this paper improves the structure-criterion switching performance of the blind decision feedback equalizer (DFE) which eliminates error propagation effects by optimizing both the structure and the cost criterion. To conquer the complexity of the 64-QAM (quadrature amplitude modulated) signal constellation, the stochastic entropy-gradient algorithm is additionally regularized by the coefficient leaky term to avoid a coefficients norm overgrowth of the received signal whitener. Effectively, the leak of coefficients is employed to ensure a stable structure-criterion switching of DFE between blind and decision-directed operation modes. The optimization of the resulting whitening algorithm is achieved by means of two free, leaky and entropic, parameters which act in opposition to each other. Both, the influence of the 64-QAM signal on the feedback filter behavior and the parametric optimization of the whitening algorithm are analyzed through simulations.
稳定结构准则切换的决策反馈漏白化盲均衡器
本文通过优化盲决策反馈均衡器的结构和代价准则,提高了盲决策反馈均衡器的结构-准则切换性能,消除了误差传播效应。为了克服64-QAM(正交调幅)信号星座的复杂性,在随机熵梯度算法的基础上增加了系数泄漏项的正则化,避免了接收信号白化器的系数范数过度增长。利用系数泄漏有效地保证了DFE在盲运行模式和决策导向运行模式之间稳定的结构准则切换。通过两个相互对立的自由的、泄漏的和熵的参数来实现对白化算法的优化。通过仿真分析了64-QAM信号对反馈滤波器性能的影响以及白化算法的参数优化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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