环平稳相关多径存在下高阶盲源分离方法的行为

P. Chevalier, V. Capdevielle, P. Comon
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引用次数: 6

摘要

在过去的十年中,高阶(HO)方法得到了大力发展,特别是盲目分离统计独立平稳源的瞬时混合物。然而,在许多实际情况下,接收到的源是(准)周期平稳的(数字无线电通信),并不总是统计上独立的,但可能彼此相关,这尤其发生在高频链路或传播多路径无处不在的移动无线电通信环境中。在这种情况下,经典的HO盲源分离方法的行为是未知的,这可能是在操作环境中使用这些方法的限制。本文的目的正是通过分析在无线电通信环境中,当阵列接收到假设(准)周期平稳的每个源的几个潜在相关路径时,三种经典HO盲源分离方法的行为来填补前面提到的空白。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Behaviour of higher order blind source separation methods in the presence of cyclostationary correlated multipaths
Over the last decade, higher order (HO) methods have been strongly developed in particular to blindly separate instantaneous mixtures of statistically independent stationary sources. However, in many situations of practical interest, the received sources are (quasi)-cyclostationary (digital radiocommunications) and are not always statistically independent but may be correlated to each other, which occurs in particular for HF links or in mobile radiocommunications contexts where propagation multipaths are omnipresent. In such situations, the behaviour of the classical HO blind source separation methods is not known, which may be a limitation to the use of these methods in operational contexts. The purpose of this paper is precisely to fill the gap previously mentioned by analysing the behaviour, in radiocommunications contexts, of three classical HO blind source separation methods when several potentially correlated paths of each source, assumed (quasi)-cyclostationary, are received by the array.
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