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Insertion of diagonal loading into the multistage wiener filter

机译:将对角线加载插入多级维纳滤波器

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Diagonal loading is a well-known technique for adding robustness to beamformer solutions. Diagonal loading will add robustness to steering vector direction-of-arrival mismatch; element position, gain, and/or phase perturbations; "statistical" mismatch due to finite sample support; etc. In a traditional sample matrix inversion implementation of the minimum variance distortionless response beamformer diagonal loading can be inserted by adding a scaled version of the identity matrix to the sample covariance matrix. Other adaptive beamformers (e.g. LMS) have their own approaches for adding diagonal loading. In this paper we describe how diagonal loading can be added to the multistage Wiener filter (MWF). Previous published results have developed one form of loading for the MWF called "error loading". In this paper we introduce two new forms of loading and show that each of these is equivalent to diagonal loading, whereas, error loading is distinct.
机译:对角线负载是一种用于将稳健性添加到波束形成器解决方案的众所周知的技术。对角线负荷将增加对转向矢量的到达方向不匹配的鲁棒性;元素位置,增益和/或相位扰动; “统计”不匹配由于有限的样本支持;在传统的样本矩阵中,可以通过将标识矩阵的缩放版本添加到样本协方差矩阵来插入最小方差失真响应波束形成器对角线加载。其他自适应波束形成器(例如LMS)具有添加对角线加载的方法。在本文中,我们描述了对对角线加载如何添加到多级Wiener滤波器(MWF)中。上一篇已发布的结果开发了MWF称为“错误加载”的一种形式。在本文中,我们介绍了两种新的装载形式,并表明这些中的每一个都相当于对角线加载,而载入错误是不同的。

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