An application of SAGE algorithm for UWB propagation channel estimation

Katsuyuki Haneda, Jun-Ichi Takada
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引用次数: 63

Abstract

In this paper, a new ultra wideband (UWB) channel estimation algorithm, UWB-SAGE (space alternating generalized expectation maximization) is proposed. In the algorithm, a novel UWB signal model which is an extension of the conventional wideband signal model is employed in order to estimate the UWB channel with SAGE algorithm. The algorithm divides the measured data into individual ray paths and estimates the directions of arrival, propagation time, and the variation of the amplitude and phase during the propagation for each signal. The measurement campaign in indoor environment was conducted and it was shown that the algorithm could correctly extract the inherent propagation phenomena of the channel. The estimation result can be very useful for the design and analysis of UWB communication system, especially for the evaluation of waveform distortion and multipath effect.
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SAGE算法在超宽带传播信道估计中的应用
本文提出了一种新的超宽带信道估计算法——空间交替广义期望最大化算法(UWB - sage)。该算法在传统宽带信号模型的基础上扩展了一种新的超宽带信号模型,利用SAGE算法对超宽带信道进行估计。该算法将测量数据划分为单独的射线路径,并估计每个信号的到达方向、传播时间以及传播过程中幅度和相位的变化。在室内环境下进行了测量实验,结果表明该算法能够正确提取信道固有传播现象。该估计结果对超宽带通信系统的设计和分析,特别是对波形失真和多径效应的评估具有重要的指导意义。
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