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An Estimation Method of Sound Source Orientation Using Eigenspace Variation of Spatial Correlation Matrix

机译:基于空间相关矩阵特征空间变化的声源定向估计方法

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A method to estimate sound source orientation in a reverberant room using a microphone array is proposed. We extend the conventional modeling of a room transfer function based on the image method in order to take into account the directivity of a sound source. With this extension, a transfer function between a sound source and a listener (or a microphone) is described by the superposition of transfer functions from each image source to the listener multiplied by the source directivity; thus, the sound source orientation can be estimated by analyzing how the image sources are distributed (power distribution of image sources) from observed signals. We applied eigenvalue analysis to the spatial correlation matrix of the microphone array observation to obtain the power distribution of image sources. Bsed on the assumption that the spatial correlation matrix for each set of source position and orientation is known a priori, the variation of the eigenspace can be modeled. By comparing the eigenspace of observed signals and that of pre-learned models, we estimated the sound source orientation. Through experiments using seven microphones, the sound source orientation was estimated with high accuracy by increasing the reverberation time of a room.
机译:提出了一种使用麦克风阵列估计混响室内声源方向的方法。为了考虑声源的指向性,我们扩展了基于图像方法的房间传递函数的常规建模。通过此扩展,通过从每个图像源到听众的传递函数与源方向性的乘积来描述声源与听众(或麦克风)之间的传递函数。因此,可以通过分析观察信号中图像源的分布方式(图像源的功率分布)来估计声源方向。我们将特征值分析应用于麦克风阵列观测的空间相关矩阵,以获得图像源的功率分布。基于每个源位置和方向的集合的空间相关矩阵是先验的假设,可以对本征空间的变化进行建模。通过比较观察到的信号的特征空间和预先学习的模型的特征空间,我们估计了声源方向。通过使用七个麦克风的实验,通过增加房间的混响时间,可以高精度地估计声源方向。

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