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...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
Public Library of Science (PLoS)
2015-01-01
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| Series: | PLoS ONE |
| Online Access: | http://europepmc.org/articles/PMC4631602?pdf=render |
| _version_ | 1811221612516605952 |
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| author | Yasar Abbas Ur Rehman Muhammad Tariq Omar Usman Khan |
| author_facet | Yasar Abbas Ur Rehman Muhammad Tariq Omar Usman Khan |
| author_sort | Yasar Abbas Ur Rehman |
| collection | DOAJ |
| 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. |
| first_indexed | 2024-04-12T08:03:45Z |
| format | Article |
| id | doaj.art-b592e3fd41ee4440bdcd823f18683abe |
| institution | Directory Open Access Journal |
| issn | 1932-6203 |
| language | English |
| last_indexed | 2024-04-12T08:03:45Z |
| publishDate | 2015-01-01 |
| publisher | Public Library of Science (PLoS) |
| record_format | Article |
| series | PLoS ONE |
| spelling | doaj.art-b592e3fd41ee4440bdcd823f18683abe2022-12-22T03:41:15ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-011011e014155810.1371/journal.pone.0141558Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks.Yasar Abbas Ur RehmanMuhammad TariqOmar Usman KhanObject 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.http://europepmc.org/articles/PMC4631602?pdf=render |
| spellingShingle | Yasar Abbas Ur Rehman Muhammad Tariq Omar Usman Khan Improved Object Localization Using Accurate Distance Estimation in Wireless Multimedia Sensor Networks. PLoS ONE |
| 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 |
| url | http://europepmc.org/articles/PMC4631602?pdf=render |
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