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Robust acoustic source localization based on modal beamforming and time–frequency processing using circular microphone arrays

机译:基于模态波束形成和圆形麦克风阵列时频处理的稳健声源定位

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摘要

Uniform circular array processing has been shown to be a very useful tool for broadband acoustic source localization over 360°. Specifically, beamforming methods based on circular harmonics have attracted a lot of research attention in the last several years, as modal array signal processing is a very active research topic. On the other hand, due to the sparsity properties of speech, source localization methods in the time–frequency (T–F) domain have also demonstrated their capability to locate several simultaneous sources with high accuracy. In this paper, a localization framework based on circular harmonics beamforming and T–F processing that provides accurate localization performance under very adverse acoustic conditions is presented. Modal processing and sparsity-based localization are jointly addressed to estimate the direction-of-arrival of multiple concurrent speech sources. Experiments in real and simulated environments with different microphone setups are discussed, showing the validity of the proposed approach and comparing its performance with other state-of-the-art methods.
机译:均匀的圆形阵列处理已被证明是用于在360°上定位宽带声源的非常有用的工具。具体地说,由于模态阵列信号处理是一个非常活跃的研究主题,基于圆谐波的波束成形方法在最近几年引起了很多研究关注。另一方面,由于语音的稀疏性,时频(TF)域中的源定位方法还证明了它们能够以高精度定位多个同时的源的能力。在本文中,提出了一种基于圆形谐波波束成形和T–F处理的定位框架,该框架在非常不利的声学条件下提供准确的定位性能。联合处理模态处理和基于稀疏性的定位,以估计多个并发语音源的到达方向。讨论了在具有不同麦克风设置的真实和模拟环境中进行的实验,展示了该方法的有效性,并将其性能与其他最新方法进行了比较。

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