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Microphone Clustering and BP Network based Acoustic Source Localization in Distributed Microphone ArraysZHANG, Q.   , CHEN, Z. , YIN, F. |
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Author keywords
acoustic source localization, BP neural network, microphone clustering, GCC-PHAT, TDOA
References keywords
processing(17), signal(14), source(11), speech(9), microphone(9), sound(8), localization(8), estimation(7), acoustics(7), network(6)
Blue keywords are present in both the references section and the paper title.
About this article
Date of Publication: 2013-11-30
Volume 13, Issue 4, Year 2013, On page(s): 33 - 40
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2013.04006
Web of Science Accession Number: 000331461300006
SCOPUS ID: 84890239023
Abstract
A microphone clustering and back propagation (BP) neural network based acoustic source localization method using distributed microphone arrays in an intelligent meeting room is proposed. In the proposed method, a novel clustering algorithm is first used to divide all microphones into several clusters where each one corresponds to a specified BP network. Afterwards, the energy-based cluster selecting scheme is applied to select clusters which are small and close to the source. In each chosen cluster, the time difference of arrival of each microphone pair is estimated, and then all estimated time delays act as input of the corresponding BP network for position estimation. Finally, all estimated positions from the chosen clusters are fused for global position estimation. Only subsets rather than all the microphones are responsible for acoustic source localization, which leads to less computational cost; moreover, the local estimation in each selected cluster can be processed in parallel, which expects to improve the localization speed potentially. Simulation results from comparison with other related localization approaches confirm the validity of the proposed method. |
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[1] DOA-Based Three-Dimensional Node Geometry Calibration in Acoustic Sensor Networks and Its Cramér–Rao Bound and Sensitivity Analysis, Wang, Rui, Chen, Zhe, Yin, Fuliang Yin, IEEE/ACM Transactions on Audio, Speech, and Language Processing, ISSN 2329-9290, Issue 9, Volume 27, 2019.
Digital Object Identifier: 10.1109/TASLP.2019.2921892 [CrossRef]
[2] Speaker tracking based on distributed particle filter and interacting multiple model in distributed microphone networks, Wang, Ruifang, Chen, Zhe, Yin, Fuliang, Applied Acoustics, ISSN 0003-682X, Issue , 2021.
Digital Object Identifier: 10.1016/j.apacoust.2020.107741 [CrossRef]
Updated 3 days, 9 hours ago
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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
All rights reserved: Advances in Electrical and Computer Engineering is a registered trademark of the Stefan cel Mare University of Suceava. No part of this publication may be reproduced, stored in a retrieval system, photocopied, recorded or archived, without the written permission from the Editor. When authors submit their papers for publication, they agree that the copyright for their article be transferred to the Faculty of Electrical Engineering and Computer Science, Stefan cel Mare University of Suceava, Romania, if and only if the articles are accepted for publication. The copyright covers the exclusive rights to reproduce and distribute the article, including reprints and translations.
Permission for other use: The copyright owner's consent does not extend to copying for general distribution, for promotion, for creating new works, or for resale. Specific written permission must be obtained from the Editor for such copying. Direct linking to files hosted on this website is strictly prohibited.
Disclaimer: Whilst every effort is made by the publishers and editorial board to see that no inaccurate or misleading data, opinions or statements appear in this journal, they wish to make it clear that all information and opinions formulated in the articles, as well as linguistic accuracy, are the sole responsibility of the author.
