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Crosstalk resilient interference cancellation in microphone arrays using Capon beamforming

机译:使用Capon波束成形消除麦克风阵列中的串扰弹性干扰

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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.
机译:本文研究了麦克风阵列系统中干扰消除(IC)的参考辅助方法。常规上,参考辅助IC基于零串扰假设。就是说,当参考麦克风中没有所需的源信号时。在不可避免的串扰的应用中,传统的IC方法通常会由于消除所需的信号而导致性能下降。在本文中,我们开发了一种基于Capon波束成形技术的串扰弹性IC方法。拟议的波束形成器通过对最坏情况下的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执行IC,而且还提供所需信号的盲波束形成。我们表明,基于传统最小均方误差(MMSE)IC方法的盲波束成形器是所提出波束成形器的特例。实现提出的Capon波束形成器的关键步骤在于解决一个困难的非凸优化问题,并且我们说明了如何使用所谓的半定松弛算法有效地近似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,所提出的波束形成器在抗串扰引起的信号消除方面更强大。

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