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Prefiltering and Cumulant Based Harmonic Retrieval in Mixed ARMA Noises

机译:混合ARMA噪声中基于预滤波和累积量的谐波检索

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摘要

Harmonic retrieval is an important issue in the the field of statistical signal processing. However, in the case of harmonic retrieval in mixed colored Gaussian and Non-Gaussian Autoregressive movingaverage (ARMA) noises, the corresponding existing approaches can not retrieve a harmonic signal either with quadratic phase coupling components, or with cubic phase coupling components, or when the colored non-Gaussian ARMA noise is symmetrically distributed. In this paper, a new general approach is proposed to retrieve a one-dimensional real harmonic signal in the above mixed ARMA noises. A suitable filter is first used to remove all the sharp power spectrum peaks of the noisy observed process, then some kind of fourth-order cumulant is employed to identify the Autoregressive (AR) parameter values of the colored non-Gaussian ARMA noise model. After the real noisy observed data are filtered with the identified AR parameter values again, cumulant based methods can be made use of to retrieve the harmonics. The proposed new approach can be applied to retrieve a one-dimensional real harmonic signal in the above mixed colored Gaussian and non-Gaussian ARMA noises with no restrictions on the phase coupling of the harmonics and the distribution of the colored non-Gaussian ARMA noise. Simulation examples are presented to demonstrate its effectiveness.
机译:谐波检索是统计信号处理领域中的重要问题。但是,在混合彩色高斯和非高斯自回归移动平均(ARMA)噪声中进行谐波检索的情况下,相应的现有方法无法检索具有二次相耦合分量,三次相耦合分量或当有色非高斯ARMA噪声是对称分布的。在本文中,提出了一种新的通用方法来检索上述混合ARMA噪声中的一维真实谐波信号。首先使用合适的滤波器消除观察到的噪声过程中所有尖锐的功率谱峰值,然后使用某种四阶累积量来识别有色非高斯ARMA噪声模型的自回归(AR)参数值。在用识别出的AR参数值再次过滤实际的噪声观测数据之后,可以使用基于累积量的方法来检索谐波。所提出的新方法可以用于在上述混合的彩色高斯和非高斯ARMA噪声中检索一维实谐波信号,而对谐波的相位耦合和彩色非高斯ARMA噪声的分布没有限制。给出了仿真示例以证明其有效性。

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