基于实验的无网格压缩波束形成性能分析

IF 0.2 Q4 ACOUSTICS
Myoungin Shin, Youngbin Cho, Youngmin Choo, Keunhwa Lee, Jungpyo Hong, Seongil Kim, W. Hong
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引用次数: 0

摘要

本文采用常规波束形成(CBF)、自适应波束形成和压缩波束形成来估计到达方向(DOA)。采用最小方差无失真响应(MVDR)和多信号分类(MUSIC)技术作为自适应波束形成,采用无网格压缩感知技术实现压缩感知波束形成。介绍了每种技术的理论背景和局限性,并通过仿真和实际实验对每种技术的性能进行了比较。实际实验是在反射信号存在的情况下进行的,使用两个扬声器发送声音,通过由八个麦克风组成的线性阵列接收声学数据。仿真和实验结果表明,当存在不相关信号时,自适应波束形成和无网格压缩波束形成比传统波束形成具有更高的分辨率。另一方面,反射信号会降低自适应波束形成的性能,而无网格压缩波束形成在不考虑反射信号存在的情况下仍能提高传统波束形成的分辨率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis on performance of grid-free compressive beamforming based on experiment
In this paper, we estimated the Direction of Arrival (DOA) using Conventional BeamForming (CBF), adaptive beamforming and compressive beamforming. Minimum Variance Distortionless Response (MVDR) and Multiple Signal Classification (MUSIC) are used as the adaptive beamforming, and grid-free compressive sensing is applied for the compressive sensing beamforming. Theoretical background and limitations of each technique are introduced, and the performance of each technique is compared through simulation and real experiments. The real experiments are conducted in the presence of reflected signal, transmitting a sound using two speakers and receiving acoustic data through a linear array consisting of eight microphones. Simulation and experimental results show that the adaptive beamforming and the grid-free compressive beamforming have a higher resolution than conventional beamforming when there are uncorrelated signals. On the other hand, the performance of the adaptive beamforming is degraded by the reflected signals whereas the grid-free compressive beamforming still improves the conventional beamforming resolution regardless of reflected signal presence.
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来源期刊
CiteScore
0.60
自引率
50.00%
发文量
1
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