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Design of Robust Broadband Beamformers With Passband Shaping Characteristics Using Tikhonov Regularization

机译:基于Tikhonov正则化设计具有通带整形特性的鲁棒宽带波束形成器

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摘要

Broadband beamformers are known to be highly sensitive to the errors in microphone array characteristics, especially for small-sized microphone arrays. This paper proposes an algorithm for the design of robust broadband beamformers with passband shaping characteristics using Tikhonov regularization method by taking into account the statistics of the microphone characteristics. To facilitate the derivation, a weighted least squares based broadband beamforming algorithm with passband shaping characteristics is also proposed, while keeping a minimal stopband level. Unlike the existing criteria for broadband beamforming for microphone arrays, the proposed approaches fully exploit the degrees of freedom in weighting functions of the criteria used to design broadband beamformers. By doing so, efficient and flexible broadband beamforming can be achieved with the desired passband shaping characteristics. In addition, this paper also shows that the robust broadband beamforming using the statistics of the microphone characteristics recently proposed (Doclo and Moonen, 2003 and 2007) belongs to the class of white noise gain constraint-based techniques, which gives an insight into the nature of the state-of-the-art approach. The performance of the proposed beamforming algorithms is illustrated by the design examples and is compared with the existing approaches for microphone arrays.
机译:众所周知,宽带波束形成器对麦克风阵列特性的误差高度敏感,尤其是对于小型麦克风阵列。提出了一种利用Tikhonov正则化方法设计具有通带整形特性的鲁棒宽带波束形成器的算法,该算法考虑了麦克风特性的统计信息。为便于推导,还提出了一种具有通带整形特性的基于加权最小二乘的宽带波束成形算法,同时保持最小的阻带电平。与现有的用于麦克风阵列的宽带波束成形的标准不同,所提出的方法充分利用了用于设计宽带波束成形器的标准的加权函数中的自由度。这样,可以实现具有所需通带整形特性的高效灵活的宽带波束成形。此外,本文还表明,利用最近提出的麦克风特性统计数据(Doclo和Moonen,2003年和2007年)进行的稳健宽带波束成形属于基于白噪声增益约束的技术类别,从而深入了解了自然界。最先进的方法。设计实例说明了所提出的波束成形算法的性能,并将其与麦克风阵列的现有方法进行了比较。

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