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Localizing Multiple Acoustic Sources With a Single Microphone Array

delete2023-10-01
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PRE
AI
W
Weiguo Wang
J
Jinming Li
Y
Yuan He *
Y
Yunhao Liu
DOI:10.1109/TMC.2022.3186644delete
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Abstract

Abstract

En 中文
The ability to localize acoustic sources can greatly improve the perception of smart devices (e.g., a smart speaker like Amazon Alexa). In this work, we study the problem of concurrently localizing multiple acoustic sources with a single smart device. Our proposal called Symphony is the first complete solution to tackle the above problem, including method, theory, and practice. The method stems from the insight that the geometric layout of microphones on the array determines the unique relationship among signals from the same source along the same arriving path. We also establish the theoretical model of Symphony, which reveals the relation between localization performance (resolution and coverage) and impacting factors (sampling rate, array aperture, and array-wall distance). Moreover, the ability to separate and localize multiple sources is also studied theoretically and numerically. We implement Symphony with different types of commercial off-the-shelf microphone arrays and evaluate its performance under different settings. The results show that Symphony has a median localization error of 0.662 m.
Keywords:
Direction-of-arrival estimation
Microphone arrays
Acoustics
Location awareness
Acoustic arrays
Array signal processing
Smart devices
Localization
acoustic
microphone array
direction of arrival

Journal

IEEE Transactions on Mobile Computing cover
IEEE Transactions on Mobile Computing
IF:
9.2
Papers:
5.8K
Citations:
1.8W

Organization

T
tsinghua university
Scholars:
11.9W
Papers: 10.0W
Citations: 137
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