Investigating Co-Prime Microphone Arrays for Speech Direction of Arrival Estimation

Jiahong Zhao, C. Ritz
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引用次数: 7

Abstract

This paper investigates the application of the steered response power - phase transform (SRP-PHAT) method to coprime microphone array (CPMA) recordings to estimate the direction of arrival (DOA) of speech sources. While existing CPMA approaches for acoustics applications are limited, especially under reverberant conditions, the proposed algorithm utilises SRP-PHAT to estimate the DOA of speech sources and then employs a histogram-based stochastic algorithm using steered response power (SRP) adjustment and kernel density evaluation (KDE) to improve the DOA estimation accuracy. Experiments are conducted for up to three simultaneous speech sources in the far field considering both anechoic and reverberant scenarios. Results suggest that the proposed approach achieves more accurate DOA estimates than a uniform linear array (ULA) with the same number of microphones under both anechoic and low reverberant conditions, and it significantly decreases the number of microphones of another equivalent ULA while maintaining similar performances. Moreover, the operating frequency of the microphone array is largely increased without changing the number of microphones, making it possible to accurately record higher-frequency components of source signals.
用于语音到达方向估计的共素麦克风阵列研究
本文研究了将转向响应功率相位变换(SRP-PHAT)方法应用于同质麦克风阵列(CPMA)录音中,以估计语音源的到达方向(DOA)。虽然现有的声学应用CPMA方法有限,特别是在混响条件下,该算法利用SRP- phat估计语音源的DOA,然后采用基于直方图的随机算法,使用转向响应功率(SRP)调整和核密度评估(KDE)来提高DOA估计精度。在远场实验中,考虑了消声和混响两种情况,对多达三个同步语音源进行了实验。结果表明,在消声和低混响条件下,该方法比具有相同麦克风数量的均匀线性阵列(ULA)获得了更精确的DOA估计,并且在保持相似性能的同时显着减少了另一等效ULA的麦克风数量。此外,在不改变麦克风数量的情况下,大幅度提高了麦克风阵列的工作频率,使得准确记录源信号的高频分量成为可能。
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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