逐步剔除离群值的声纳数据调理方法

L. Persson, R. Lennartsson, S. Mclaughlin
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引用次数: 4

摘要

目标特征估计是被动声纳信号处理中的一个重要问题。高阶谱方法,如双谱估计,经常被用作常规分析的补充工具。然而,这些方法需要更大的数据集来实现一致的估计。双谱方法对非平稳性的敏感性也更为明显。在这里,我们使用逐步离群抑制算法作为实验声纳数据的平稳性检验和数据调节器。我们证明了测试显著二次相位耦合的重要性,并使用离群值抑制作为声纳数据双相干分析的第一步。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sonar data conditioning by means of stepwise outlier rejection
Target signature estimation is important in passive sonar signal processing. Higher order spectral methods such as bispectral estimation are often used as a complementary tool to conventional analysis. However, these methods require larger data sets to achieve consistent estimates. The sensitivity for non-stationarities are also more pronounced for bispectral methods. Here, we use a stepwise outlier rejection algorithm as both a stationarity test and a data conditioner for experimental sonar data. We demonstrate the importance of testing for significant quadratic phase coupling and using outlier rejection as a first step in bicoherence analysis of sonar data.
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