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Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks
This paper proposes a distributed method for cooperative target tracking in hierarchical wireless sensor networks. The concept of leader-based information processing is conducted to achieve object positioning, considering a cluster-based network topology. Random timers and local information are appl...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3522965/ https://www.ncbi.nlm.nih.gov/pubmed/23202212 http://dx.doi.org/10.3390/s121115308 |
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author | Chen, Ying-Chih Wen, Chih-Yu |
author_facet | Chen, Ying-Chih Wen, Chih-Yu |
author_sort | Chen, Ying-Chih |
collection | PubMed |
description | This paper proposes a distributed method for cooperative target tracking in hierarchical wireless sensor networks. The concept of leader-based information processing is conducted to achieve object positioning, considering a cluster-based network topology. Random timers and local information are applied to adaptively select a sub-cluster for the localization task. The proposed energy-efficient tracking algorithm allows each sub-cluster member to locally estimate the target position with a Bayesian filtering framework and a neural networking model, and further performs estimation fusion in the leader node with the covariance intersection algorithm. This paper evaluates the merits and trade-offs of the protocol design towards developing more efficient and practical algorithms for object position estimation. |
format | Online Article Text |
id | pubmed-3522965 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-35229652013-01-09 Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks Chen, Ying-Chih Wen, Chih-Yu Sensors (Basel) Article This paper proposes a distributed method for cooperative target tracking in hierarchical wireless sensor networks. The concept of leader-based information processing is conducted to achieve object positioning, considering a cluster-based network topology. Random timers and local information are applied to adaptively select a sub-cluster for the localization task. The proposed energy-efficient tracking algorithm allows each sub-cluster member to locally estimate the target position with a Bayesian filtering framework and a neural networking model, and further performs estimation fusion in the leader node with the covariance intersection algorithm. This paper evaluates the merits and trade-offs of the protocol design towards developing more efficient and practical algorithms for object position estimation. Molecular Diversity Preservation International (MDPI) 2012-11-08 /pmc/articles/PMC3522965/ /pubmed/23202212 http://dx.doi.org/10.3390/s121115308 Text en © 2012 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 license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Chen, Ying-Chih Wen, Chih-Yu Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks |
title | Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks |
title_full | Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks |
title_fullStr | Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks |
title_full_unstemmed | Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks |
title_short | Decentralized Cooperative TOA/AOA Target Tracking for Hierarchical Wireless Sensor Networks |
title_sort | decentralized cooperative toa/aoa target tracking for hierarchical wireless sensor networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3522965/ https://www.ncbi.nlm.nih.gov/pubmed/23202212 http://dx.doi.org/10.3390/s121115308 |
work_keys_str_mv | AT chenyingchih decentralizedcooperativetoaaoatargettrackingforhierarchicalwirelesssensornetworks AT wenchihyu decentralizedcooperativetoaaoatargettrackingforhierarchicalwirelesssensornetworks |