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3D sound source localization based on coherence-adjusted monopole dictionary and modified convex clustering

机译:基于相干调整后的单极子字典和改进的凸聚类的3D声源定位

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摘要

In this paper, a sound source localization method for simultaneously estimating both direction-of-arrival (DOA) and distance from the microphone array is proposed. For estimating distance, the off-grid problem must be overcome because the range of distance to be considered is quite broad and even not bounded. The proposed method estimates the positions based on a modified version of the convex clustering method combined with the sparse coefficients estimation. A method for constructing a suitable monopole dictionary based on the coherence is also proposed so that the convex clustering based method can appropriately estimate distance of the sound sources. Numerical and measurement experiments were performed to investigate the performance of the proposed method.
机译:在本文中,提出了一种同时估计到达方向(DOA)和到麦克风阵列的距离的声源定位方法。为了估计距离,必须克服离网问题,因为要考虑的距离范围相当宽,甚至不受限制。所提出的方法基于凸聚类方法的改进版本结合稀疏系数估计来估计位置。还提出了一种基于相干性构建合适的单极子字典的方法,以便基于凸聚类的方法可以适当地估计声源的距离。进行了数值和测量实验,以研究该方法的性能。

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