MicEye:用小尺寸麦克风阵列定位3D声源

Zhaohui Li, Yongmin Zhang, Chengjun Li, Haocheng Zang, Wen Wang
{"title":"MicEye:用小尺寸麦克风阵列定位3D声源","authors":"Zhaohui Li, Yongmin Zhang, Chengjun Li, Haocheng Zang, Wen Wang","doi":"10.1109/ICCC57788.2023.10233561","DOIUrl":null,"url":null,"abstract":"Indoor Sound Source Localization (ISSL) is under growing focus with the rapid development of intelligent voice assistants. The predominate approaches are to find multiple angles of arrival (AoAs) based on the array received signals and then retrace the source by triangulation method. The performance of these solutions is bounded by the size of array and they are rarely used to locate 3D sound sources with only a small-size microphone array. In this paper, we propose an ISSL system, named MicEye, a small-size microphone based solution that utilizes several time difference of arrival (TDOA) for the multipath signals to achieve sound source localization in 3D. By combining the cross correlation spectra of the array signals and sound propagation geometry, the proposed MicEye can efficiently generate a localization heatmap by picking and summing the power of correlation peaks at TDOA delays of multipaths in both 2D and 3D. Extensive experiment results show that the MicEye can effectively locate sound sources in different rooms, exhibiting about 2× improved accuracy and $\\frac{1}{{10}}$ latency of the State-of-the-Art (SoTA) solutions.","PeriodicalId":191968,"journal":{"name":"2023 IEEE/CIC International Conference on Communications in China (ICCC)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-08-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"MicEye: Locating Sound Source in 3D with Small-size Microphone Array\",\"authors\":\"Zhaohui Li, Yongmin Zhang, Chengjun Li, Haocheng Zang, Wen Wang\",\"doi\":\"10.1109/ICCC57788.2023.10233561\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Indoor Sound Source Localization (ISSL) is under growing focus with the rapid development of intelligent voice assistants. The predominate approaches are to find multiple angles of arrival (AoAs) based on the array received signals and then retrace the source by triangulation method. The performance of these solutions is bounded by the size of array and they are rarely used to locate 3D sound sources with only a small-size microphone array. In this paper, we propose an ISSL system, named MicEye, a small-size microphone based solution that utilizes several time difference of arrival (TDOA) for the multipath signals to achieve sound source localization in 3D. By combining the cross correlation spectra of the array signals and sound propagation geometry, the proposed MicEye can efficiently generate a localization heatmap by picking and summing the power of correlation peaks at TDOA delays of multipaths in both 2D and 3D. Extensive experiment results show that the MicEye can effectively locate sound sources in different rooms, exhibiting about 2× improved accuracy and $\\\\frac{1}{{10}}$ latency of the State-of-the-Art (SoTA) solutions.\",\"PeriodicalId\":191968,\"journal\":{\"name\":\"2023 IEEE/CIC International Conference on Communications in China (ICCC)\",\"volume\":\"32 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-08-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 IEEE/CIC International Conference on Communications in China (ICCC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICCC57788.2023.10233561\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 IEEE/CIC International Conference on Communications in China (ICCC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCC57788.2023.10233561","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

随着智能语音助手的快速发展,室内声源定位(ISSL)越来越受到人们的关注。主要的方法是根据阵列接收到的信号寻找多个到达角,然后用三角法对源进行回溯。这些解决方案的性能受到阵列大小的限制,它们很少用于定位只有小尺寸麦克风阵列的3D声源。在本文中,我们提出了一种名为MicEye的ISSL系统,这是一种基于小尺寸麦克风的解决方案,利用多径信号的多个到达时差(TDOA)来实现三维声源定位。通过将阵列信号的相互关联谱与声音传播几何形状相结合,MicEye可以在二维和三维多路径的TDOA延迟处提取并求和相关峰的功率,从而有效地生成定位热图。大量的实验结果表明,MicEye可以有效地定位不同房间的声源,精度提高了约2倍,延迟也比最先进的(SoTA)解决方案提高了约2倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MicEye: Locating Sound Source in 3D with Small-size Microphone Array
Indoor Sound Source Localization (ISSL) is under growing focus with the rapid development of intelligent voice assistants. The predominate approaches are to find multiple angles of arrival (AoAs) based on the array received signals and then retrace the source by triangulation method. The performance of these solutions is bounded by the size of array and they are rarely used to locate 3D sound sources with only a small-size microphone array. In this paper, we propose an ISSL system, named MicEye, a small-size microphone based solution that utilizes several time difference of arrival (TDOA) for the multipath signals to achieve sound source localization in 3D. By combining the cross correlation spectra of the array signals and sound propagation geometry, the proposed MicEye can efficiently generate a localization heatmap by picking and summing the power of correlation peaks at TDOA delays of multipaths in both 2D and 3D. Extensive experiment results show that the MicEye can effectively locate sound sources in different rooms, exhibiting about 2× improved accuracy and $\frac{1}{{10}}$ latency of the State-of-the-Art (SoTA) solutions.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信