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首页> 外文期刊>Mathematical Problems in Engineering >Blind Separation of Cyclostationary Sources Sharing Common Cyclic Frequencies Using Joint Diagonalization Algorithm
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Blind Separation of Cyclostationary Sources Sharing Common Cyclic Frequencies Using Joint Diagonalization Algorithm

机译:使用联合对角化算法的共享共同循环频率的循环平稳源盲分离

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摘要

We propose a new method for blind source separation of cyclostationary sources, whose cyclic frequencies are unknown and may share one or more common cyclic frequencies. The suggested method exploits the cyclic correlation function of observation signals to compose a set of matrices which has a particular algebraic structure. The aforesaid matrices are automatically selected by proposing two new criteria. Then, they are jointly diagonalized so as to estimate the mixingmatrix and retrieve the source signals as a consequence. The nonunitary joint diagonalization (NU-JD) is ensured by Broyden-Fletcher-Goldfarb-Shanno (BFGS) method which is the most commonly used update strategy for implementing a quasi- Newton technique. The efficiency of the method is illustrated by numerical simulations in digital communications context, which show good performances comparing to otherstateof-the- art methods.
机译:我们提出了一种新的方法来分离循环平稳源的盲源,其循环频率未知,并且可能共享一个或多个公共循环频率。所提出的方法利用观测信号的循环相关函数来构成一组具有特定代数结构的矩阵。通过提出两个新标准,可以自动选择上述矩阵。然后,将它们联合对角线化,以估计混合矩阵并作为结果检索源信号。非单一联合对角化(NU-JD)通过Broyden-Fletcher-Goldfarb-Shanno(BFGS)方法来确保,该方法是实现拟牛顿技术最常用的更新策略。通过数字通信环境中的数值模拟说明了该方法的效率,与其他最新方法相比,这些模拟方法显示出良好的性能。

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  • 来源
    《Mathematical Problems in Engineering 》 |2017年第2017期| 2546838.1-2546838.9| 共9页
  • 作者单位

    Univ Lyon, UJM St Etienne, LASPI, IUT Roanne, F-42334 Roanne, France|Univ Sidi Mohamed Ben Abdellah, FSTF, LSSC, BP 2202,Route Immouzzer, Fes, Morocco;

    Univ Sidi Mohamed Ben Abdellah, FSTF, LSSC, BP 2202,Route Immouzzer, Fes, Morocco;

    Univ Lyon, UJM St Etienne, LASPI, IUT Roanne, F-42334 Roanne, France;

    Univ Lyon, UJM St Etienne, LASPI, IUT Roanne, F-42334 Roanne, France;

    Univ Sidi Mohamed Ben Abdellah, FSTF, LSSC, BP 2202,Route Immouzzer, Fes, Morocco;

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