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首页> 外文期刊>Audio, Speech, and Language Processing, IEEE/ACM Transactions on >Optimal Microphone Array Observation for Clear Recording of Distant Sound Sources
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Optimal Microphone Array Observation for Clear Recording of Distant Sound Sources

机译:清晰观察远处声源的最佳麦克风阵列观察

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摘要

We propose the principle for deriving an optimum design for a microphone array that uses mutual information to segregate distant sound sources. Many conventional studies on array signal processing have focused on methods for estimating sound sources from array observations. To record distant sound sources clearly, designing an optimum array structure to segregate a target from other noise is also necessary. In this study, we reveal that the optimum array observation was achieved by receiving signals that are physically decorrelated between microphones, which homogenizes the eigenvalues of the spatial correlation matrix. We theoretically explain this underlying principle using mutual information between sound sources and microphone observations whose relation to the existing minimum mean square error criterion for source separation is also discussed. The implementation of such a microphone array is possible by placing microphones in front of parabolic reflectors since the phase/amplitude around the focal point of the reflectors drastically varies with small perturbation of the microphone position. Crosscorrelation between observed signals can be reduced by optimally placing microphones. An array structure based on our proposed principle was tested by implementing minimum variance distortion-less response beamforming and postfiltering in the observations of a prototype microphone array. We experimentally confirmed that 1) the eigenvalues of the spatial correlation matrix were asymptotically homogenized and 2) the target source could be extracted clearly even when the sound sources were positioned 16.5 m from the array.
机译:我们提出了为使用互信息隔离远处声源的麦克风阵列获得最佳设计的原理。关于阵列信号处理的许多常规研究集中于从阵列观测值估计声源的方法。为了清楚地记录远处的声源,还需要设计一种最佳的阵列结构以将目标与其他噪声隔离开。在这项研究中,我们揭示了最佳阵列观察是通过接收麦克风之间物理去相关的信号来实现的,从而使空间相关矩阵的特征值均匀化。我们使用声源和麦克风观测值之间的相互信息从理论上解释了这一基本原理,并讨论了它们与现有的最小均方误差准则之间的关系。通过将麦克风放置在抛物面反射器的前面,可以实现这种麦克风阵列,因为围绕反射器焦点的相位/幅度随麦克风位置的微小扰动而急剧变化。可以通过最佳放置麦克风来减少观测信号之间的互相关。通过在原型麦克风阵列的观测结果中实现最小方差无失真响应波束形成和后置滤波,对基于我们提出的原理的阵列结构进行了测试。我们通过实验证实了1)空间相关矩阵的特征值被渐近均匀化,并且2)即使声源位于距阵列16.5 m的位置,也可以清晰地提取目标声源。

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