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Cooperative Localization Using Distance Measurements for Mobile Nodes
This paper considers the two-dimensional (2D) anchorless localization problem for sensor networks in global positioning system (GPS)-denied environments. We present an efficient method, based on the multidimensional scaling (MDS) algorithm, in order to estimate the positions of the nodes in the netw...
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/PMC7926533/ https://www.ncbi.nlm.nih.gov/pubmed/33671554 http://dx.doi.org/10.3390/s21041507 |
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author | Li, Wenchao Jelfs, Beth Kealy, Allison Wang, Xuezhi Moran, Bill |
author_facet | Li, Wenchao Jelfs, Beth Kealy, Allison Wang, Xuezhi Moran, Bill |
author_sort | Li, Wenchao |
collection | PubMed |
description | This paper considers the two-dimensional (2D) anchorless localization problem for sensor networks in global positioning system (GPS)-denied environments. We present an efficient method, based on the multidimensional scaling (MDS) algorithm, in order to estimate the positions of the nodes in the network using measurements of the inter-node distances. The proposed method takes advantage of the mobility of the nodes to address the location ambiguity problem, i.e., rotation and flip ambiguity, which arises in the anchorless MDS algorithm. Knowledge of the displacement of the moving node is used to produce an analytical solution for the noise-free case. Subsequently, a least squares estimator is presented for the noisy scenario and the associated closed-form solution derived. The simulations show that the proposed algorithm accurately and efficiently estimates the locations of nodes, outperforming alternative methods. |
format | Online Article Text |
id | pubmed-7926533 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-79265332021-03-04 Cooperative Localization Using Distance Measurements for Mobile Nodes Li, Wenchao Jelfs, Beth Kealy, Allison Wang, Xuezhi Moran, Bill Sensors (Basel) Article This paper considers the two-dimensional (2D) anchorless localization problem for sensor networks in global positioning system (GPS)-denied environments. We present an efficient method, based on the multidimensional scaling (MDS) algorithm, in order to estimate the positions of the nodes in the network using measurements of the inter-node distances. The proposed method takes advantage of the mobility of the nodes to address the location ambiguity problem, i.e., rotation and flip ambiguity, which arises in the anchorless MDS algorithm. Knowledge of the displacement of the moving node is used to produce an analytical solution for the noise-free case. Subsequently, a least squares estimator is presented for the noisy scenario and the associated closed-form solution derived. The simulations show that the proposed algorithm accurately and efficiently estimates the locations of nodes, outperforming alternative methods. MDPI 2021-02-22 /pmc/articles/PMC7926533/ /pubmed/33671554 http://dx.doi.org/10.3390/s21041507 Text en © 2021 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 Li, Wenchao Jelfs, Beth Kealy, Allison Wang, Xuezhi Moran, Bill Cooperative Localization Using Distance Measurements for Mobile Nodes |
title | Cooperative Localization Using Distance Measurements for Mobile Nodes |
title_full | Cooperative Localization Using Distance Measurements for Mobile Nodes |
title_fullStr | Cooperative Localization Using Distance Measurements for Mobile Nodes |
title_full_unstemmed | Cooperative Localization Using Distance Measurements for Mobile Nodes |
title_short | Cooperative Localization Using Distance Measurements for Mobile Nodes |
title_sort | cooperative localization using distance measurements for mobile nodes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7926533/ https://www.ncbi.nlm.nih.gov/pubmed/33671554 http://dx.doi.org/10.3390/s21041507 |
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