Beamformer design with sparse filters

M. Gao, K. Yiu
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Abstract

In designing broadband beamformers, when the number of microphone increases and the filters are long, the complexity can grow significantly. It is advantageous if many of the filter coefficients are zeroes so that the implementation can be executed with less computation. In this paper, the sparse design of beamformers is studied. We employ the penalty decomposition method to constrain the l0-norm of the filters and investigate the performance of the designed frequency responses. Numerical results show that sparsity of the designed beamformers can be reduced without affecting very much of the performance.
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带稀疏滤波器的波束形成器设计
在宽带波束形成器的设计中,当传声器数量增加、滤波器较长时,复杂性会显著增加。如果许多滤波器系数为零,这样可以用更少的计算执行实现,这是有利的。本文对波束形成器的稀疏设计进行了研究。我们采用惩罚分解的方法来约束滤波器的10范数,并研究设计的频率响应的性能。数值结果表明,所设计的波束形成器可以在不影响性能的情况下减小稀疏度。
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