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AN IMPROVED MULTIPATH CHANNEL IDENTIFICATION ALGORITHM USING MULTICHANNEL LINEAR PREDICTION

机译:一种基于多通道线性预测的改进的多路径通道识别算法

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摘要

Blind channel identification exploits the measurable channel output signal and some a priori knowledge of the statistics of the channel input signal. However, in many scenarios, more side information is available. In digital communication systems, the pulse-shaping filter in the transmitter and the antialiasing filter in the receiver are often known to the receiver. Exploitation of this prior knowledge can simplify the channel identification problem. In this paper, we provide a thorough theoretical analysis on the linear prediction (LP)-based multipath identification approach. The analysis shows that the order overdeter-mination greatly deteriorates the performance of the LP multipath identification approach. This article, then, proposes an effective approach to detect the order of the multipath channel and alleviate the performance degradation attributed to the channel overmodeling. The obtained results demonstrate that the proposed approach offers substantial performance gain.
机译:盲信道识别利用可测量的信道输出信号和信道输入信号统计信息的一些先验知识。但是,在许多情况下,可以获得更多的辅助信息。在数字通信系统中,接收机通常知道发射机中的脉冲整形滤波器和接收机中的抗混叠滤波器。利用该先验知识可以简化信道识别问题。在本文中,我们对基于线性预测(LP)的多路径识别方法提供了详尽的理论分析。分析表明,阶次确定性大大降低了LP多路径识别方法的性能。然后,本文提出了一种有效的方法来检测多径通道的顺序并减轻归因于通道过建模的性能下降。获得的结果表明,所提出的方法可显着提高性能。

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