Crosstalk resilient interference cancellation in microphone arrays using Capon beamforming

Wing-Kin Ma, P. Ching, B. Vo
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引用次数: 8

Abstract

This paper studies a reference-assisted approach for interference canceling (IC) in microphone array systems. Conventionally, reference-assisted IC is based on the zero crosstalk assumption; i.e., when the desired source signal is absent in the reference microphones. In applications where crosstalk is inevitable, the conventional IC approach usually exhibits degraded performance due to cancellation of the desired signal. In this paper, we develop a crosstalk resilient IC method based on the Capon beamforming technique. The proposed beamformer deals with the uncertainty of crosstalk by applying a constraint on the worst-case crosstalk magnitude. The proposed beamformer not only performs IC, it also provides blind beamforming of the desired signal. We show that a blind beamformer based on the traditional minimum-mean-square-error (MMSE) IC method is a special case of the proposed beamformer. One key step of implementing the proposed Capon beamformer lies in solving a difficult nonconvex optimization problem, and we illustrate how the Capon optimal solution can be effectively approximated using the so-called semidefinite relaxation algorithm. Simulation results demonstrate that the proposed beamformer is more robust against crosstalk-induced signal cancellation than beamformers based on the MMSE-IC methods.
研究了一种参考辅助的麦克风阵列干扰消除方法。传统上,参考辅助集成电路基于零串扰假设;即,当所需的源信号在参考麦克风中不存在时。在串扰不可避免的应用中,传统的集成电路方法通常由于期望信号的抵消而表现出性能下降。本文提出了一种基于Capon波束形成技术的串扰弹性集成电路方法。该波束形成器通过对最坏情况串扰幅度施加约束来处理串扰的不确定性。所提出的波束形成器不仅可以实现集成电路,还可以提供所需信号的盲波束形成。我们证明了基于传统最小均方误差(MMSE)集成电路方法的盲波束形成器是该波束形成器的特例。实现所提出的Capon波束形成器的一个关键步骤在于解决一个困难的非凸优化问题,我们说明了如何使用所谓的半定松弛算法有效地逼近Capon最优解。仿真结果表明,与基于MMSE-IC方法的波束形成器相比,该波束形成器对串扰引起的信号抵消具有更强的鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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