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Ferromagnetic Mass Localization in Check Point Configuration Using a Levenberg Marquardt Algorithm
A detection and tracking algorithm for ferromagnetic objects based on a two stage Levenberg Marquardt Algorithm (LMA) is presented. The procedure is applied to localization and magnetic moment estimation of ferromagnetic objects moving in the vicinity of an array of two to four 3-axis magnetometers...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2009
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3260617/ https://www.ncbi.nlm.nih.gov/pubmed/22291540 http://dx.doi.org/10.3390/s91108852 |
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author | Alimi, Roger Geron, Nir Weiss, Eyal Ram-Cohen, Tsuriel |
author_facet | Alimi, Roger Geron, Nir Weiss, Eyal Ram-Cohen, Tsuriel |
author_sort | Alimi, Roger |
collection | PubMed |
description | A detection and tracking algorithm for ferromagnetic objects based on a two stage Levenberg Marquardt Algorithm (LMA) is presented. The procedure is applied to localization and magnetic moment estimation of ferromagnetic objects moving in the vicinity of an array of two to four 3-axis magnetometers arranged as a check point configuration. The algorithms first stage provides an estimation of the target trajectory and moment that are further refined using a second iteration where only the position vector is taken as unknown. The whole procedure is fast enough to provide satisfactory results within a few seconds after the target has been detected. Tests were conducted in Soreq NRC assessing various check point scenarios and targets. The results obtained from this experiment show good localization performance and good convivial with “noisy” environment. Small targets can be localized with good accuracy using either a vertical “doorway” two to four sensors configuration or ground level two to four sensors configuration. The calculated trajectory was not affected by nearby magnetic interference such as moving vehicles or a combat soldier inspecting the gateway. |
format | Online Article Text |
id | pubmed-3260617 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-32606172012-01-30 Ferromagnetic Mass Localization in Check Point Configuration Using a Levenberg Marquardt Algorithm Alimi, Roger Geron, Nir Weiss, Eyal Ram-Cohen, Tsuriel Sensors (Basel) Article A detection and tracking algorithm for ferromagnetic objects based on a two stage Levenberg Marquardt Algorithm (LMA) is presented. The procedure is applied to localization and magnetic moment estimation of ferromagnetic objects moving in the vicinity of an array of two to four 3-axis magnetometers arranged as a check point configuration. The algorithms first stage provides an estimation of the target trajectory and moment that are further refined using a second iteration where only the position vector is taken as unknown. The whole procedure is fast enough to provide satisfactory results within a few seconds after the target has been detected. Tests were conducted in Soreq NRC assessing various check point scenarios and targets. The results obtained from this experiment show good localization performance and good convivial with “noisy” environment. Small targets can be localized with good accuracy using either a vertical “doorway” two to four sensors configuration or ground level two to four sensors configuration. The calculated trajectory was not affected by nearby magnetic interference such as moving vehicles or a combat soldier inspecting the gateway. Molecular Diversity Preservation International (MDPI) 2009-11-04 /pmc/articles/PMC3260617/ /pubmed/22291540 http://dx.doi.org/10.3390/s91108852 Text en © 2009 by the authors; licensee Molecular Diversity Preservation International, 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 Alimi, Roger Geron, Nir Weiss, Eyal Ram-Cohen, Tsuriel Ferromagnetic Mass Localization in Check Point Configuration Using a Levenberg Marquardt Algorithm |
title | Ferromagnetic Mass Localization in Check Point Configuration Using a Levenberg Marquardt Algorithm |
title_full | Ferromagnetic Mass Localization in Check Point Configuration Using a Levenberg Marquardt Algorithm |
title_fullStr | Ferromagnetic Mass Localization in Check Point Configuration Using a Levenberg Marquardt Algorithm |
title_full_unstemmed | Ferromagnetic Mass Localization in Check Point Configuration Using a Levenberg Marquardt Algorithm |
title_short | Ferromagnetic Mass Localization in Check Point Configuration Using a Levenberg Marquardt Algorithm |
title_sort | ferromagnetic mass localization in check point configuration using a levenberg marquardt algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3260617/ https://www.ncbi.nlm.nih.gov/pubmed/22291540 http://dx.doi.org/10.3390/s91108852 |
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