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Using Acoustic Signal and Image to Achieve Accurate Indoor Localization

Location information plays a key role in pervasive computing and application, especially indoor location-based service, even though a mass of systems have been proposed, an accurate and practical indoor localization system remains unsettled. To tackle this issue, in this paper, we present a new loca...

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Autores principales: Xi, Rui, Liu, Daibo, Hou, Mengshu, Li, Yujun, Li, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6111869/
https://www.ncbi.nlm.nih.gov/pubmed/30082589
http://dx.doi.org/10.3390/s18082566
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author Xi, Rui
Liu, Daibo
Hou, Mengshu
Li, Yujun
Li, Jun
author_facet Xi, Rui
Liu, Daibo
Hou, Mengshu
Li, Yujun
Li, Jun
author_sort Xi, Rui
collection PubMed
description Location information plays a key role in pervasive computing and application, especially indoor location-based service, even though a mass of systems have been proposed, an accurate and practical indoor localization system remains unsettled. To tackle this issue, in this paper, we present a new localization scheme, SITE, combining acoustic Signals and Images to achieve accurate and robust indoor locaTion sErvice. Relying on a pre-deployed platform of acoustic sources with different frequencies, using proactively generated Doppler effect signals, SITE could track relative directions between the phone and the sources. Given m ([Formula: see text]) relative directions, SITE can use the angle differences to compute a set of locations corresponding to different subsets of sources. Then, based on a key observation—while the simultaneously estimated locations using different sets of acoustic anchors are within a small circle, the results converge to a point near the true location—SITE proposes a decision scheme that confirms whether these locations satisfy the demand of localization accuracy and can be used to search the user’s location. If not, SITE utilizes VSFM(Visual Structure from Motion) technique to achieve a set of relative locations using some images captured by the phone’s camera. By exploiting the synergy between the set of relative locations and the set of initial locations computed by relative directions, an optimal transformation relationship is obtained and applied to refine the initial calculated results. The refined result will be regarded as the user’s location. In the evaluation, we implemented a prototype and deployed a real platform of acoustic sources in different scenarios. Experimental results show that SITE has excellent performance of localization accuracy, robustness and feasibility in practical application.
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spelling pubmed-61118692018-08-30 Using Acoustic Signal and Image to Achieve Accurate Indoor Localization Xi, Rui Liu, Daibo Hou, Mengshu Li, Yujun Li, Jun Sensors (Basel) Article Location information plays a key role in pervasive computing and application, especially indoor location-based service, even though a mass of systems have been proposed, an accurate and practical indoor localization system remains unsettled. To tackle this issue, in this paper, we present a new localization scheme, SITE, combining acoustic Signals and Images to achieve accurate and robust indoor locaTion sErvice. Relying on a pre-deployed platform of acoustic sources with different frequencies, using proactively generated Doppler effect signals, SITE could track relative directions between the phone and the sources. Given m ([Formula: see text]) relative directions, SITE can use the angle differences to compute a set of locations corresponding to different subsets of sources. Then, based on a key observation—while the simultaneously estimated locations using different sets of acoustic anchors are within a small circle, the results converge to a point near the true location—SITE proposes a decision scheme that confirms whether these locations satisfy the demand of localization accuracy and can be used to search the user’s location. If not, SITE utilizes VSFM(Visual Structure from Motion) technique to achieve a set of relative locations using some images captured by the phone’s camera. By exploiting the synergy between the set of relative locations and the set of initial locations computed by relative directions, an optimal transformation relationship is obtained and applied to refine the initial calculated results. The refined result will be regarded as the user’s location. In the evaluation, we implemented a prototype and deployed a real platform of acoustic sources in different scenarios. Experimental results show that SITE has excellent performance of localization accuracy, robustness and feasibility in practical application. MDPI 2018-08-06 /pmc/articles/PMC6111869/ /pubmed/30082589 http://dx.doi.org/10.3390/s18082566 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Xi, Rui
Liu, Daibo
Hou, Mengshu
Li, Yujun
Li, Jun
Using Acoustic Signal and Image to Achieve Accurate Indoor Localization
title Using Acoustic Signal and Image to Achieve Accurate Indoor Localization
title_full Using Acoustic Signal and Image to Achieve Accurate Indoor Localization
title_fullStr Using Acoustic Signal and Image to Achieve Accurate Indoor Localization
title_full_unstemmed Using Acoustic Signal and Image to Achieve Accurate Indoor Localization
title_short Using Acoustic Signal and Image to Achieve Accurate Indoor Localization
title_sort using acoustic signal and image to achieve accurate indoor localization
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6111869/
https://www.ncbi.nlm.nih.gov/pubmed/30082589
http://dx.doi.org/10.3390/s18082566
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