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SOUND SOURCE LOCALIZATION BASED ON GMMS IN A NECK-BAND MICROPHONE ARRAY MODULE

机译:基于GMMS在颈带麦克风阵列模块中的声源定位

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The sound source localization based on Gaussian mixture models (GMMs) in a neck-band microphone array module is investigated for the localization of the alarming sound. The sound signals are measured by 6 MEMS microphones mounted on the neck-band placed on a mannequin, and the sound source location such as an azimuthal angle or a distance from the sound source is analysed by steered response power with the phase transform (SRP-PHAT) or the GMM classifier using the in-ter-aural time differences (ITDs) between the microphone pairs and the ratio between direct and reverberant signal components (DRR) which is estimated by measuring cross-correlation ratio (CCR) or coherent-to-diffuse ratio (CDR). The accuracies of the azimuthal angle and the distance from the sound source are comparatively evaluated and analysed between GMM and SRP-PHAT methods. We found that GMM method was better than SRP-PHAT, and the distance as well as the azimuthal angle was well estimated. This technology can be applied to the safety assistance service for disabled people who cannot hear environmental alarming sounds.
机译:基于颈带麦克风阵列模块中的基于高斯混合模型(GMMS)的声源定位进行了针对令人震惊的声音的定位。声音信号通过安装在放置在时装模特上的颈带上的6个MEMS麦克风测量,并且通过使用相变电力通过转向响应功率(SRP-)通过转向响应功率分析诸如方位角的声源位置或距声源的距离。 PHAT)或GMM分类器使用麦克风对与直接和混响信号分量(DRR)之间的比率之间的TER-APER时间差(ITDS)通过测量互相关比(CCR)或相干至估计-diffuse比率(CDR)。在GMM和SRP-PHAT方法之间比较评估方位角和距声源的距离的准确性和距离声源的距离。我们发现GMM方法优于SRP-PHAT,距离以及方位角的距离很好。这项技术可以应用于无法听到环境警报声音的残疾人的安全援助服务。

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