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一种用于声源定位的改进的广义互相关时延估计算法

梁家碧 邵剑 李群 吴鹏 林元棣 王同磊 李晓涵 刘进栋

光通信技术2024,Vol.48Issue(6):28-33,6.
光通信技术2024,Vol.48Issue(6):28-33,6.DOI:10.13921/j.cnki.issn1002-5561.2024.06.006

一种用于声源定位的改进的广义互相关时延估计算法

Improved generalized cross-correlation time delay estimation algorithm for sound source localization

梁家碧 1邵剑 1李群 1吴鹏 1林元棣 1王同磊 1李晓涵 1刘进栋2

作者信息

  • 1. 国网江苏省电力有限公司电力科学研究院,南京 211103
  • 2. 上海大学特种光纤与光接入网重点实验室,上海 200444
  • 折叠

摘要

Abstract

To address the issue of low localization accuracy of the generalized cross-correlation(GCC)algorithm in strong noise environments,an improved GCC time delay estimation algorithm is proposed.This algorithm combines the least mean squares(LMS)algorithm with the quadratic cross-correlation method to enhance the traditional GCC algorithm,effectively suppressing the impact of noise.Additionally,spline interpolation techniques are used to significantly improve the accuracy of time delay esti-mation during the secondary peak detection process.The simulation results show that this algorithm reduces the error in sound source coordinate positioning from 17.7%with the traditional GCC algorithm to within 8.36%.In practical application tests,the er-ror in sound source coordinate positioning is also significantly reduced from 42.2%with the traditional GCC algorithm to 15.4%.

关键词

光纤麦克风/改进时延估计/超声/声源定位/局部放电

Key words

fiber optic microphone/improved delay estimation/ultrasonic/sound source localization/partial discharge

分类

信息技术与安全科学

引用本文复制引用

梁家碧,邵剑,李群,吴鹏,林元棣,王同磊,李晓涵,刘进栋..一种用于声源定位的改进的广义互相关时延估计算法[J].光通信技术,2024,48(6):28-33,6.

基金项目

国网江苏省电力有限公司科技项目(J2023093)资助. (J2023093)

光通信技术

OA北大核心

1002-5561

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