An ANOVA-based GPS multipath detection algorithm using multi-channel software receivers

M. Brenneman, Y. Morton, Q. Zhou
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引用次数: 14

Abstract

We present a statistical detection test for GPS multipath based on the one-way ANOVA method. Given an antenna array with a GPS software receiver in tracking mode, the signal from each channel is correlated with a reference signal in blocks of one CA code period. When the relative phase delay for the direct GPS signal is stripped off from each channel, the expected values of the correlates is the same for all of the channels only if no multipath is present. A one-way ANOVA test can then used to detect the presence of multipath. An analysis of this method is presented which shows that the parameters affecting its detection performance can be grouped into three classes: the array size, the signal AOAs, and the processed multipath SNR. Receiver operating characteristic curves are given as a function of the processed multipath SNR for fixed array sizes. They show that good detection performance can be achieved under most operating conditions with less than 10 CA code periods of data. It is also shown that the detection performance of this method improves as the multipath time delay decreases. This suggests that the method could be a useful tool in aiding multipath mitigation techniques whose ability to detect multipath typically degrades as the multipath time delay decreases.
基于方差分析的多通道软件接收机GPS多路径检测算法
提出了一种基于单因素方差分析的GPS多路径统计检测方法。给定一个具有GPS软件接收器的天线阵列,在跟踪模式下,来自每个信道的信号与一个CA码周期块中的参考信号相关联。当直接GPS信号的相对相位延迟从每个通道中剥离时,只有在没有多径存在的情况下,所有通道的相关期望值是相同的。然后可以使用单向方差分析检验来检测多路径的存在。对该方法的分析表明,影响其检测性能的参数可分为三类:阵列大小、信号aoa和处理后的多径信噪比。给出了固定阵列尺寸下处理后的多径信噪比的接收机工作特性曲线。他们表明,在大多数操作条件下,使用少于10个CA编码周期的数据可以实现良好的检测性能。实验还表明,该方法的检测性能随着多径时延的减小而提高。这表明,该方法可能是辅助多路径缓解技术的有用工具,这些技术检测多路径的能力通常会随着多路径时间延迟的减少而降低。
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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