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Hard Decision-Based Cooperative Localization for Wireless Sensor Networks
Reliable and accurate localization of objects is essential for many applications in wireless networks. Especially for large-scale wireless sensor networks (WSNs), both low cost and high accuracy are targets of the localization technology. However, some range-free methods cannot be combined with a co...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6864869/ https://www.ncbi.nlm.nih.gov/pubmed/31717873 http://dx.doi.org/10.3390/s19214665 |
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author | Wang, Zhaoyang Jin, Xuebo Wang, Xiaoyi Xu, Jiping Bai, Yuting |
author_facet | Wang, Zhaoyang Jin, Xuebo Wang, Xiaoyi Xu, Jiping Bai, Yuting |
author_sort | Wang, Zhaoyang |
collection | PubMed |
description | Reliable and accurate localization of objects is essential for many applications in wireless networks. Especially for large-scale wireless sensor networks (WSNs), both low cost and high accuracy are targets of the localization technology. However, some range-free methods cannot be combined with a cooperative method, because these range-free methods are characterized by low accuracy of distance estimation. To solve this problem, we propose a hard decision-based cooperative localization method. For distance estimation, an exponential distance calibration formula is derived to estimate distance. In the cooperative phase, the cooperative method is optimized by outlier constraints from neighboring anchors. Simulations are conducted to verify the effectiveness of the proposed method. The results show that localization accuracy is improved in different scenarios, while high node density or anchor density contributes to the localization. For large-scale WSNs, the hard decision-based cooperative localization is proved to be effective. |
format | Online Article Text |
id | pubmed-6864869 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-68648692019-12-06 Hard Decision-Based Cooperative Localization for Wireless Sensor Networks Wang, Zhaoyang Jin, Xuebo Wang, Xiaoyi Xu, Jiping Bai, Yuting Sensors (Basel) Article Reliable and accurate localization of objects is essential for many applications in wireless networks. Especially for large-scale wireless sensor networks (WSNs), both low cost and high accuracy are targets of the localization technology. However, some range-free methods cannot be combined with a cooperative method, because these range-free methods are characterized by low accuracy of distance estimation. To solve this problem, we propose a hard decision-based cooperative localization method. For distance estimation, an exponential distance calibration formula is derived to estimate distance. In the cooperative phase, the cooperative method is optimized by outlier constraints from neighboring anchors. Simulations are conducted to verify the effectiveness of the proposed method. The results show that localization accuracy is improved in different scenarios, while high node density or anchor density contributes to the localization. For large-scale WSNs, the hard decision-based cooperative localization is proved to be effective. MDPI 2019-10-27 /pmc/articles/PMC6864869/ /pubmed/31717873 http://dx.doi.org/10.3390/s19214665 Text en © 2019 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 Wang, Zhaoyang Jin, Xuebo Wang, Xiaoyi Xu, Jiping Bai, Yuting Hard Decision-Based Cooperative Localization for Wireless Sensor Networks |
title | Hard Decision-Based Cooperative Localization for Wireless Sensor Networks |
title_full | Hard Decision-Based Cooperative Localization for Wireless Sensor Networks |
title_fullStr | Hard Decision-Based Cooperative Localization for Wireless Sensor Networks |
title_full_unstemmed | Hard Decision-Based Cooperative Localization for Wireless Sensor Networks |
title_short | Hard Decision-Based Cooperative Localization for Wireless Sensor Networks |
title_sort | hard decision-based cooperative localization for wireless sensor networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6864869/ https://www.ncbi.nlm.nih.gov/pubmed/31717873 http://dx.doi.org/10.3390/s19214665 |
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