Super-Resolution Localization of Low-Frequency Sound Sources by Beamforming with Singular Value Decomposition

IF 1.8 4区 物理与天体物理
Yongchang Li, Junyi Wang, Dingyu Hu, Yuan Liu, Linli Yan, Hao Liu
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引用次数: 0

Abstract

The spatial resolution of beamforming is constrained by the wavelength-order diffraction limit, rendering it less effective for pinpointing low-frequency sound sources. To achieve subwavelength focusing, the focusing field of beamforming is initially simplified to a product of the column vector of the received signals and the transfer matrix between the measurement and focusing planes. By applying singular value decomposition to this transfer matrix, the focusing field can incorporate more evanescent waves by adjusting the weights of its singular values. Both numerical simulations and experimental results are performed to validate the proposed method. Compared to conventional beamforming, the proposed method significantly enhances spatial resolution at low frequencies and yields impressive results even in half-space environments with fewer microphones.

Abstract Image

基于奇异值分解波束形成的低频声源超分辨定位
波束形成的空间分辨率受到波长级衍射极限的限制,使得其对低频声源的定位效果较差。为了实现亚波长聚焦,首先将波束形成的聚焦场简化为接收信号的列向量与测量平面和聚焦平面之间的传递矩阵的乘积。通过对该传递矩阵进行奇异值分解,通过调整其奇异值的权重,可以使聚焦场吸收更多的倏逝波。数值模拟和实验结果验证了该方法的有效性。与传统的波束形成相比,该方法显著提高了低频的空间分辨率,即使在麦克风较少的半空间环境中也能产生令人印象深刻的结果。
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来源期刊
Acoustics Australia
Acoustics Australia ACOUSTICS-
自引率
5.90%
发文量
24
期刊介绍: Acoustics Australia, the journal of the Australian Acoustical Society, has been publishing high quality research and technical papers in all areas of acoustics since commencement in 1972. The target audience for the journal includes both researchers and practitioners. It aims to publish papers and technical notes that are relevant to current acoustics and of interest to members of the Society. These include but are not limited to: Architectural and Building Acoustics, Environmental Noise, Underwater Acoustics, Engineering Noise and Vibration Control, Occupational Noise Management, Hearing, Musical Acoustics.
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