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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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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. |
format | Online Article Text |
id | pubmed-4631602 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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