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Multichannel Wiener filter performance analysis in presence of mismodeling

机译:存在模型错误的多通道维纳滤波器性能分析

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A randomly positioned microphone array is considered in this work. In many applications, the locations of the array elements are known up to a certain degree of random mismatch. We derive a novel statistical model for performance analysis of the multi-channel Wiener filter (MWF) beamformer under random mismatch in sensors location. We consider the scenario of one desired source and one interfering source arriving from the far-field and impinging on a linear array. A theoretical model for predicting the MWF mean squared error (MSE) for a given variation in sensors location is developed and verified by simulations. It is postulated that the probability density function (p.d.f) of the MSE of the MWF obeys Γ distribution. This claim is verified empirically by simulations.
机译:在这项工作中考虑了随机放置的麦克风阵列。在许多应用中,直到一定程度的随机失配,才知道阵列元件的位置。我们导出了一种新颖的统计模型,用于在传感器位置随机失配下对多通道维纳滤波器(MWF)波束形成器的性能进行分析。我们考虑从远场到达并撞击线性阵列的一种期望源和一个干扰源的情况。建立了用于预测给定传感器位置变化的MWF均方误差(MSE)的理论模型,并通过仿真进行了验证。假定MWF的MSE的概率密度函数(p.d.f)服从Γ分布。通过模拟对这一说法进行了经验验证。

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