arXiv:2409.01776eess.AScs.SD2024-09被引 6

用外置麦克风提升紧凑阵列语音波达方向估计精度

Steered Response Power-Based Direction-of-Arrival Estimation Exploiting an Auxiliary Microphone

  • 用外置麦克风的SRP-PHAT谱重构阵列内谱
  • 证明外置麦克风需至少相距15厘米才更可靠
  • 适合低信噪比或混响强场景下的语音定位

使用紧凑麦克风阵列(CMA)准确估计语音源波达方向(DOA)常受背景噪声和混响影响。常用方法为基于相位变换的定向响应功率(SRP-PHAT),在中等噪声和混响条件下表现稳定。然而,当麦克风间距较小时,噪声与混响在宽频率范围内具有高空间相干性,会负面影响SRP-PHAT谱,导致估计误差。本文假设存在一个位置未知但与CMA空间分离的辅助麦克风,提出通过辅助麦克风与CMA各麦克风之间的SRP-PHAT谱,来计算CMA内部的SRP-PHAT谱。针对不同噪声和混响水平,研究了辅助麦克风需多远才能使重构谱优于无辅助时的谱。该结论基于模拟信号,在多个辅助麦克风位置及两种噪声-混响条件下得到验证。

原文摘要 · Abstract (English)

Accurately estimating the direction-of-arrival (DOA) of a speech source using a compact microphone array (CMA) is often complicated by background noise and reverberation. A commonly used DOA estimation method is the steered response power with phase transform (SRP-PHAT) function, which has been shown to work reliably in moderate levels of noise and reverberation. Since for closely spaced microphones the spatial coherence of noise and reverberation may be high over an extended frequency range, this may negatively affect the SRP-PHAT spectra, resulting in DOA estimation errors. Assuming the availability of an auxiliary microphone at an unknown position which is spatially separated from the CMA, in this paper we propose to compute the SRP-PHAT spectra between the microphones of the CMA based on the SRP-PHAT spectra between the auxiliary microphone and the microphones of the CMA. For different levels of noise and reverberation, we show how far the auxiliary microphone needs to be spatially separated from the CMA for the auxiliary microphone-based SRP-PHAT spectra to be more reliable than the SRP-PHAT spectra without the auxiliary microphone. These findings are validated based on simulated microphone signals for several auxiliary microphone positions and two different noise and reverberation conditions.

波达方向估计麦克风阵列语音增强信号处理

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