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A Practical, Robust and Fast Method for Location Localization in Range-Based Systems
Location localization technology is used in a number of industrial and civil applications. Real time location localization accuracy is highly dependent on the quality of the distance measurements and efficiency of solving the localization equations. In this paper, we provide a novel approach to solv...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751652/ https://www.ncbi.nlm.nih.gov/pubmed/29232900 http://dx.doi.org/10.3390/s17122869 |
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author | Huang, Shiping Wu, Zhifeng Misra, Anil |
author_facet | Huang, Shiping Wu, Zhifeng Misra, Anil |
author_sort | Huang, Shiping |
collection | PubMed |
description | Location localization technology is used in a number of industrial and civil applications. Real time location localization accuracy is highly dependent on the quality of the distance measurements and efficiency of solving the localization equations. In this paper, we provide a novel approach to solve the nonlinear localization equations efficiently and simultaneously eliminate the bad measurement data in range-based systems. A geometric intersection model was developed to narrow the target search area, where Newton’s Method and the Direct Search Method are used to search for the unknown position. Not only does the geometric intersection model offer a small bounded search domain for Newton’s Method and the Direct Search Method, but also it can self-correct bad measurement data. The Direct Search Method is useful for the coarse localization or small target search domain, while the Newton’s Method can be used for accurate localization. For accurate localization, by utilizing the proposed Modified Newton’s Method (MNM), challenges of avoiding the local extrema, singularities, and initial value choice are addressed. The applicability and robustness of the developed method has been demonstrated by experiments with an indoor system. |
format | Online Article Text |
id | pubmed-5751652 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-57516522018-01-10 A Practical, Robust and Fast Method for Location Localization in Range-Based Systems Huang, Shiping Wu, Zhifeng Misra, Anil Sensors (Basel) Article Location localization technology is used in a number of industrial and civil applications. Real time location localization accuracy is highly dependent on the quality of the distance measurements and efficiency of solving the localization equations. In this paper, we provide a novel approach to solve the nonlinear localization equations efficiently and simultaneously eliminate the bad measurement data in range-based systems. A geometric intersection model was developed to narrow the target search area, where Newton’s Method and the Direct Search Method are used to search for the unknown position. Not only does the geometric intersection model offer a small bounded search domain for Newton’s Method and the Direct Search Method, but also it can self-correct bad measurement data. The Direct Search Method is useful for the coarse localization or small target search domain, while the Newton’s Method can be used for accurate localization. For accurate localization, by utilizing the proposed Modified Newton’s Method (MNM), challenges of avoiding the local extrema, singularities, and initial value choice are addressed. The applicability and robustness of the developed method has been demonstrated by experiments with an indoor system. MDPI 2017-12-11 /pmc/articles/PMC5751652/ /pubmed/29232900 http://dx.doi.org/10.3390/s17122869 Text en © 2017 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 Huang, Shiping Wu, Zhifeng Misra, Anil A Practical, Robust and Fast Method for Location Localization in Range-Based Systems |
title | A Practical, Robust and Fast Method for Location Localization in Range-Based Systems |
title_full | A Practical, Robust and Fast Method for Location Localization in Range-Based Systems |
title_fullStr | A Practical, Robust and Fast Method for Location Localization in Range-Based Systems |
title_full_unstemmed | A Practical, Robust and Fast Method for Location Localization in Range-Based Systems |
title_short | A Practical, Robust and Fast Method for Location Localization in Range-Based Systems |
title_sort | practical, robust and fast method for location localization in range-based systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751652/ https://www.ncbi.nlm.nih.gov/pubmed/29232900 http://dx.doi.org/10.3390/s17122869 |
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