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Sensor Localization from Distance and Orientation Constraints

The sensor localization problem can be formalized using distance and orientation constraints, typically in 3D. Local methods can be used to refine an initial location estimation, but in many cases such estimation is not available and a method able to determine all the feasible solutions from scratch...

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Detalles Bibliográficos
Autores principales: Porta, Josep M., Rull, Aleix, Thomas, Federico
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4969840/
https://www.ncbi.nlm.nih.gov/pubmed/27428977
http://dx.doi.org/10.3390/s16071096
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author Porta, Josep M.
Rull, Aleix
Thomas, Federico
author_facet Porta, Josep M.
Rull, Aleix
Thomas, Federico
author_sort Porta, Josep M.
collection PubMed
description The sensor localization problem can be formalized using distance and orientation constraints, typically in 3D. Local methods can be used to refine an initial location estimation, but in many cases such estimation is not available and a method able to determine all the feasible solutions from scratch is necessary. Unfortunately, existing methods able to find all the solutions in distance space can not take into account orientations, or they can only deal with one- or two-dimensional problems and their extension to 3D is troublesome. This paper presents a method that addresses these issues. The proposed approach iteratively projects the problem to decrease its dimension, then reduces the ranges of the variable distances, and back-projects the result to the original dimension, to obtain a tighter approximation of the feasible sensor locations. This paper extends previous works introducing accurate range reduction procedures which effectively integrate the orientation constraints. The mutual localization of a fleet of robots carrying sensors and the position analysis of a sensor moved by a parallel manipulator are used to validate the approach.
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spelling pubmed-49698402016-08-04 Sensor Localization from Distance and Orientation Constraints Porta, Josep M. Rull, Aleix Thomas, Federico Sensors (Basel) Article The sensor localization problem can be formalized using distance and orientation constraints, typically in 3D. Local methods can be used to refine an initial location estimation, but in many cases such estimation is not available and a method able to determine all the feasible solutions from scratch is necessary. Unfortunately, existing methods able to find all the solutions in distance space can not take into account orientations, or they can only deal with one- or two-dimensional problems and their extension to 3D is troublesome. This paper presents a method that addresses these issues. The proposed approach iteratively projects the problem to decrease its dimension, then reduces the ranges of the variable distances, and back-projects the result to the original dimension, to obtain a tighter approximation of the feasible sensor locations. This paper extends previous works introducing accurate range reduction procedures which effectively integrate the orientation constraints. The mutual localization of a fleet of robots carrying sensors and the position analysis of a sensor moved by a parallel manipulator are used to validate the approach. MDPI 2016-07-15 /pmc/articles/PMC4969840/ /pubmed/27428977 http://dx.doi.org/10.3390/s16071096 Text en © 2016 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
Porta, Josep M.
Rull, Aleix
Thomas, Federico
Sensor Localization from Distance and Orientation Constraints
title Sensor Localization from Distance and Orientation Constraints
title_full Sensor Localization from Distance and Orientation Constraints
title_fullStr Sensor Localization from Distance and Orientation Constraints
title_full_unstemmed Sensor Localization from Distance and Orientation Constraints
title_short Sensor Localization from Distance and Orientation Constraints
title_sort sensor localization from distance and orientation constraints
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4969840/
https://www.ncbi.nlm.nih.gov/pubmed/27428977
http://dx.doi.org/10.3390/s16071096
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