不同阶循环累积量组合的线性调制分类

C. Martret, Pierre Marchand, J. Lacoume
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引用次数: 52

摘要

在调制分类任务中,识别特征的搜索是一个关键问题。本文引入了基于四阶和二阶时间循环累积量组合的新特征。这样的组合增强了单个平稳累积量可以实现的理论判别,而且,循环参数变得具有判别性,而在纯阶下考虑时则不是这样。作为一种应用,我们提出了一个分类4-PSK与16-QAM调制的过程。分类是通过估计接收信号的特征,并通过匹配滤波技术将其与理论信号进行比较来实现的。模拟表明,虽然循环参数比平稳参数先验地更具判别性,但其估计的方差可能会克服这一优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Classification of linear modulations by a combination of different orders cyclic cumulants
The search for discriminating features is a crucial point when a modulation classification task is aimed. This paper introduces new features based on a combination of fourth- and second-order temporal cyclic cumulants. Such a combination enhances the theoretical discrimination that can be achieved by a single stationary cumulant, and moreover, the cyclic parameters become discriminating whereas it is not the case when they are considered at pure orders. As an application, we propose a process to classify 4-PSK vs. 16-QAM modulations. The classification is achieved by estimating the feature for the received signal, and comparing it with theoretical ones by a matched filter technique. Simulations show that though the cyclic parameters are a priori more discriminating than their stationary counterparts, the variance of their estimates may overcome this advantage.
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