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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...

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Detalles Bibliográficos
Autores principales: Huang, Shiping, Wu, Zhifeng, Misra, Anil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
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.
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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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