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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...

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Autores principales: Diaz-Roman, Jose, Mederos, Boris, Sifuentes, Ernesto, Gonzalez-Landaeta, Rafael, Cota-Ruiz, Juan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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.
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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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