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A Weighted and Distributed Algorithm for Range-Based Multi-Hop Localization Using a Newton Method
Wireless sensor networks are used in many location-dependent applications. The location of sensor nodes is commonly carried out in a distributed way for energy saving and network robustness, where the handling of these characteristics is still a great challenge. It is very desirable that distributed...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8036850/ https://www.ncbi.nlm.nih.gov/pubmed/33810513 http://dx.doi.org/10.3390/s21072324 |
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author | Diaz-Roman, Jose Mederos, Boris Sifuentes, Ernesto Gonzalez-Landaeta, Rafael Cota-Ruiz, Juan |
author_facet | Diaz-Roman, Jose Mederos, Boris Sifuentes, Ernesto Gonzalez-Landaeta, Rafael Cota-Ruiz, Juan |
author_sort | Diaz-Roman, Jose |
collection | PubMed |
description | Wireless sensor networks are used in many location-dependent applications. The location of sensor nodes is commonly carried out in a distributed way for energy saving and network robustness, where the handling of these characteristics is still a great challenge. It is very desirable that distributed algorithms invest as few iterations as possible with the highest accuracy on position estimates. This research proposes a range-based and robust localization method, derived from the Newton scheme, that can be applied over isotropic and anisotropic networks in presence of outliers in the pair-wise distance measurements. The algorithm minimizes the error of position estimates using a hop-weighted function and a scaling factor that allows a significant improvement on position estimates in only few iterations. Simulations demonstrate that our proposed algorithm outperforms other similar algorithms under anisotropic networks. |
format | Online Article Text |
id | pubmed-8036850 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-80368502021-04-12 A Weighted and Distributed Algorithm for Range-Based Multi-Hop Localization Using a Newton Method Diaz-Roman, Jose Mederos, Boris Sifuentes, Ernesto Gonzalez-Landaeta, Rafael Cota-Ruiz, Juan Sensors (Basel) Article Wireless sensor networks are used in many location-dependent applications. The location of sensor nodes is commonly carried out in a distributed way for energy saving and network robustness, where the handling of these characteristics is still a great challenge. It is very desirable that distributed algorithms invest as few iterations as possible with the highest accuracy on position estimates. This research proposes a range-based and robust localization method, derived from the Newton scheme, that can be applied over isotropic and anisotropic networks in presence of outliers in the pair-wise distance measurements. The algorithm minimizes the error of position estimates using a hop-weighted function and a scaling factor that allows a significant improvement on position estimates in only few iterations. Simulations demonstrate that our proposed algorithm outperforms other similar algorithms under anisotropic networks. MDPI 2021-03-26 /pmc/articles/PMC8036850/ /pubmed/33810513 http://dx.doi.org/10.3390/s21072324 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) ). |
spellingShingle | Article Diaz-Roman, Jose Mederos, Boris Sifuentes, Ernesto Gonzalez-Landaeta, Rafael Cota-Ruiz, Juan A Weighted and Distributed Algorithm for Range-Based Multi-Hop Localization Using a Newton Method |
title | A Weighted and Distributed Algorithm for Range-Based Multi-Hop Localization Using a Newton Method |
title_full | A Weighted and Distributed Algorithm for Range-Based Multi-Hop Localization Using a Newton Method |
title_fullStr | A Weighted and Distributed Algorithm for Range-Based Multi-Hop Localization Using a Newton Method |
title_full_unstemmed | A Weighted and Distributed Algorithm for Range-Based Multi-Hop Localization Using a Newton Method |
title_short | A Weighted and Distributed Algorithm for Range-Based Multi-Hop Localization Using a Newton Method |
title_sort | weighted and distributed algorithm for range-based multi-hop localization using a newton method |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8036850/ https://www.ncbi.nlm.nih.gov/pubmed/33810513 http://dx.doi.org/10.3390/s21072324 |
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