Passive Acoustic Source Localization at a Low Sampling Rate Based on a Five-Element Cross Microphone Array

Accurate acoustic source localization at a low sampling rate (less than 10 kHz) is still a challenging problem for small portable systems, especially for a multitasking micro-embedded system. A modification of the generalized cross-correlation (GCC) method with the up-sampling (US) theory is propose...

Full description

Bibliographic Details
Main Authors: Yue Kan, Pengfei Wang, Fusheng Zha, Mantian Li, Wa Gao, Baoyu Song
Format: Article
Language:English
Published: MDPI AG 2015-06-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/15/6/13326
id doaj-48a419d85f284c4d99a30d2460f79e96
record_format Article
spelling doaj-48a419d85f284c4d99a30d2460f79e962020-11-24T23:05:51ZengMDPI AGSensors1424-82202015-06-01156133261334710.3390/s150613326s150613326Passive Acoustic Source Localization at a Low Sampling Rate Based on a Five-Element Cross Microphone ArrayYue Kan0Pengfei Wang1Fusheng Zha2Mantian Li3Wa Gao4Baoyu Song5State Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin 150001, ChinaState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin 150001, ChinaState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin 150001, ChinaState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin 150001, ChinaState Key Laboratory of Robotics and System, Harbin Institute of Technology, Harbin 150001, ChinaDepartment of Mechanical Design, Harbin Institute of Technology, Harbin 150001, ChinaAccurate acoustic source localization at a low sampling rate (less than 10 kHz) is still a challenging problem for small portable systems, especially for a multitasking micro-embedded system. A modification of the generalized cross-correlation (GCC) method with the up-sampling (US) theory is proposed and defined as the US-GCC method, which can improve the accuracy of the time delay of arrival (TDOA) and source location at a low sampling rate. In this work, through the US operation, an input signal with a certain sampling rate can be converted into another signal with a higher frequency. Furthermore, the optimal interpolation factor for the US operation is derived according to localization computation time and the standard deviation (SD) of target location estimations. On the one hand, simulation results show that absolute errors of the source locations based on the US-GCC method with an interpolation factor of 15 are approximately from 1/15- to 1/12-times those based on the GCC method, when the initial same sampling rates of both methods are 8 kHz. On the other hand, a simple and small portable passive acoustic source localization platform composed of a five-element cross microphone array has been designed and set up in this paper. The experiments on the established platform, which accurately locates a three-dimensional (3D) near-field target at a low sampling rate demonstrate that the proposed method is workable.http://www.mdpi.com/1424-8220/15/6/13326passive acoustic source localizationtime delay of arrival (TDOA)generalized cross-correlation (GCC)up-sampling (US)interpolation factorfive-element cross microphone array
collection DOAJ
language English
format Article
sources DOAJ
author Yue Kan
Pengfei Wang
Fusheng Zha
Mantian Li
Wa Gao
Baoyu Song
spellingShingle Yue Kan
Pengfei Wang
Fusheng Zha
Mantian Li
Wa Gao
Baoyu Song
Passive Acoustic Source Localization at a Low Sampling Rate Based on a Five-Element Cross Microphone Array
Sensors
passive acoustic source localization
time delay of arrival (TDOA)
generalized cross-correlation (GCC)
up-sampling (US)
interpolation factor
five-element cross microphone array
author_facet Yue Kan
Pengfei Wang
Fusheng Zha
Mantian Li
Wa Gao
Baoyu Song
author_sort Yue Kan
title Passive Acoustic Source Localization at a Low Sampling Rate Based on a Five-Element Cross Microphone Array
title_short Passive Acoustic Source Localization at a Low Sampling Rate Based on a Five-Element Cross Microphone Array
title_full Passive Acoustic Source Localization at a Low Sampling Rate Based on a Five-Element Cross Microphone Array
title_fullStr Passive Acoustic Source Localization at a Low Sampling Rate Based on a Five-Element Cross Microphone Array
title_full_unstemmed Passive Acoustic Source Localization at a Low Sampling Rate Based on a Five-Element Cross Microphone Array
title_sort passive acoustic source localization at a low sampling rate based on a five-element cross microphone array
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2015-06-01
description Accurate acoustic source localization at a low sampling rate (less than 10 kHz) is still a challenging problem for small portable systems, especially for a multitasking micro-embedded system. A modification of the generalized cross-correlation (GCC) method with the up-sampling (US) theory is proposed and defined as the US-GCC method, which can improve the accuracy of the time delay of arrival (TDOA) and source location at a low sampling rate. In this work, through the US operation, an input signal with a certain sampling rate can be converted into another signal with a higher frequency. Furthermore, the optimal interpolation factor for the US operation is derived according to localization computation time and the standard deviation (SD) of target location estimations. On the one hand, simulation results show that absolute errors of the source locations based on the US-GCC method with an interpolation factor of 15 are approximately from 1/15- to 1/12-times those based on the GCC method, when the initial same sampling rates of both methods are 8 kHz. On the other hand, a simple and small portable passive acoustic source localization platform composed of a five-element cross microphone array has been designed and set up in this paper. The experiments on the established platform, which accurately locates a three-dimensional (3D) near-field target at a low sampling rate demonstrate that the proposed method is workable.
topic passive acoustic source localization
time delay of arrival (TDOA)
generalized cross-correlation (GCC)
up-sampling (US)
interpolation factor
five-element cross microphone array
url http://www.mdpi.com/1424-8220/15/6/13326
work_keys_str_mv AT yuekan passiveacousticsourcelocalizationatalowsamplingratebasedonafiveelementcrossmicrophonearray
AT pengfeiwang passiveacousticsourcelocalizationatalowsamplingratebasedonafiveelementcrossmicrophonearray
AT fushengzha passiveacousticsourcelocalizationatalowsamplingratebasedonafiveelementcrossmicrophonearray
AT mantianli passiveacousticsourcelocalizationatalowsamplingratebasedonafiveelementcrossmicrophonearray
AT wagao passiveacousticsourcelocalizationatalowsamplingratebasedonafiveelementcrossmicrophonearray
AT baoyusong passiveacousticsourcelocalizationatalowsamplingratebasedonafiveelementcrossmicrophonearray
_version_ 1725625395316785152