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首页> 外文期刊>IEEE Transactions on Signal Processing >Estimation of frequency-delay of arrival (FDOA) using fourth-order statistics in unknown correlated Gaussian noise sources
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Estimation of frequency-delay of arrival (FDOA) using fourth-order statistics in unknown correlated Gaussian noise sources

机译:使用未知相关高斯噪声源中的四阶统计量估算到达频率延迟(FDOA)

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摘要

A new family of nonparametric and parametric methods based on fourth-order statistics for the estimation of the frequency-delay of arrival (FDOA) between two sensor signal measurements, corrupted by correlated Gaussian noise sources in an unknown way, is presented. The new family of FDOA estimation methods utilizes the fourth-order cumulants or 1-D Fourier transforms of sliced fourth-order cumulants of the two signal measurements. It is demonstrated that the new family of FDOA estimation methods suppresses the effect due to correlated Gaussian measurement noises and outperforms existing second-order statistics-based FDOA estimation methods using either cross-ambiguity function or MUSIC algorithm. Various simulation results are presented for different types of signals, different lengths of data, and different signal-to-noise ratios.
机译:提出了一种新的基于四阶统计量的非参数和参数方法系列,用于估计两个传感器信号测量之间的到达频率延迟(FDOA),并以未知的方式被相关的高斯噪声源破坏。新的FDOA估计方法系列利用了两个信号测量值的切片四阶累积量的四阶累积量或一维傅里叶变换。结果表明,新的FDOA估计方法系列可抑制由于相关高斯测量噪声引起的影响,并且优于使用交叉歧义函数或MUSIC算法的现有基于二阶统计量的FDOA估计方法。针对不同类型的信号,不同的数据长度和不同的信噪比,给出了各种仿真结果。

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