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Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks

Object localization plays a key role in many popular applications of Wireless Multimedia Sensor Networks (WMSN) and as a result, it has acquired a significant status for the research community. A significant body of research performs this task without considering node orientation, object geometry an...

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Detalles Bibliográficos
Autores principales: Ur Rehman, Yasar Abbas, Tariq, Muhammad, Khan, Omar Usman
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4631602/
https://www.ncbi.nlm.nih.gov/pubmed/26528919
http://dx.doi.org/10.1371/journal.pone.0141558
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author Ur Rehman, Yasar Abbas
Tariq, Muhammad
Khan, Omar Usman
author_facet Ur Rehman, Yasar Abbas
Tariq, Muhammad
Khan, Omar Usman
author_sort Ur Rehman, Yasar Abbas
collection PubMed
description Object localization plays a key role in many popular applications of Wireless Multimedia Sensor Networks (WMSN) and as a result, it has acquired a significant status for the research community. A significant body of research performs this task without considering node orientation, object geometry and environmental variations. As a result, the localized object does not reflect the real world scenarios. In this paper, a novel object localization scheme for WMSN has been proposed that utilizes range free localization, computer vision, and principle component analysis based algorithms. The proposed approach provides the best possible approximation of distance between a wmsn sink and an object, and the orientation of the object using image based information. Simulation results report 99% efficiency and an error ratio of 0.01 (around 1 ft) when compared to other popular techniques.
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spelling pubmed-46316022015-11-13 Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks Ur Rehman, Yasar Abbas Tariq, Muhammad Khan, Omar Usman PLoS One Research Article Object localization plays a key role in many popular applications of Wireless Multimedia Sensor Networks (WMSN) and as a result, it has acquired a significant status for the research community. A significant body of research performs this task without considering node orientation, object geometry and environmental variations. As a result, the localized object does not reflect the real world scenarios. In this paper, a novel object localization scheme for WMSN has been proposed that utilizes range free localization, computer vision, and principle component analysis based algorithms. The proposed approach provides the best possible approximation of distance between a wmsn sink and an object, and the orientation of the object using image based information. Simulation results report 99% efficiency and an error ratio of 0.01 (around 1 ft) when compared to other popular techniques. Public Library of Science 2015-11-03 /pmc/articles/PMC4631602/ /pubmed/26528919 http://dx.doi.org/10.1371/journal.pone.0141558 Text en © 2015 Ur Rehman et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Ur Rehman, Yasar Abbas
Tariq, Muhammad
Khan, Omar Usman
Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks
title Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks
title_full Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks
title_fullStr Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks
title_full_unstemmed Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks
title_short Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks
title_sort improved object localization using accurate distance estimation in wireless multimedia sensor networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4631602/
https://www.ncbi.nlm.nih.gov/pubmed/26528919
http://dx.doi.org/10.1371/journal.pone.0141558
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