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Evaluation of the Influence of Machine Tools on the Accuracy of Indoor Positioning Systems

In recent years, the use of indoor localization techniques has increased significantly in a large number of areas, including industry and healthcare, primarily for monitoring and tracking reasons. From the field of radio frequency technologies, an ultra-wideband (UWB) system offers comparatively hig...

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Autores principales: Neuber, Till, Schmitt, Anna-Maria, Engelmann, Bastian, Schmitt, Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9781140/
https://www.ncbi.nlm.nih.gov/pubmed/36560384
http://dx.doi.org/10.3390/s222410015
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author Neuber, Till
Schmitt, Anna-Maria
Engelmann, Bastian
Schmitt, Jan
author_facet Neuber, Till
Schmitt, Anna-Maria
Engelmann, Bastian
Schmitt, Jan
author_sort Neuber, Till
collection PubMed
description In recent years, the use of indoor localization techniques has increased significantly in a large number of areas, including industry and healthcare, primarily for monitoring and tracking reasons. From the field of radio frequency technologies, an ultra-wideband (UWB) system offers comparatively high accuracy and is therefore suitable for use cases with high precision requirements in position determination, for example for localizing an employee when interacting with a machine tool on the shopfloor. Indoor positioning systems with radio signals are influenced by environmental obstacles. Although the influence of building structures like walls and furniture was already analysed in the literature before, the influence of metal machine tools was not yet evaluated concerning the accuracy of the position determination. Accordingly, the research question for this article is defined: To what extent is the positioning accuracy of the UWB system influenced by a metal machine tool?The accuracy was measured in a test setup, which consists of a total of four scenarios in a production environment. For this purpose, the visual contact between the transmitter and the receiver modules, including the influence of further interfering factors of a commercially available indoor positioning system, was improved step by step from scenario 1 to 4. A laser tracker was used as the reference measuring device. The data was analysed based on the type A evaluation of standard uncertainty according to the guide to the expression of uncertainty in measurement (GUM). It was possible to show an improvement in standard deviation from [Formula: see text] to [Formula: see text] with confidence level [Formula: see text] and thus provides conclusions about the setup of an indoor positioning system on the shopfloor.
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spelling pubmed-97811402022-12-24 Evaluation of the Influence of Machine Tools on the Accuracy of Indoor Positioning Systems Neuber, Till Schmitt, Anna-Maria Engelmann, Bastian Schmitt, Jan Sensors (Basel) Article In recent years, the use of indoor localization techniques has increased significantly in a large number of areas, including industry and healthcare, primarily for monitoring and tracking reasons. From the field of radio frequency technologies, an ultra-wideband (UWB) system offers comparatively high accuracy and is therefore suitable for use cases with high precision requirements in position determination, for example for localizing an employee when interacting with a machine tool on the shopfloor. Indoor positioning systems with radio signals are influenced by environmental obstacles. Although the influence of building structures like walls and furniture was already analysed in the literature before, the influence of metal machine tools was not yet evaluated concerning the accuracy of the position determination. Accordingly, the research question for this article is defined: To what extent is the positioning accuracy of the UWB system influenced by a metal machine tool?The accuracy was measured in a test setup, which consists of a total of four scenarios in a production environment. For this purpose, the visual contact between the transmitter and the receiver modules, including the influence of further interfering factors of a commercially available indoor positioning system, was improved step by step from scenario 1 to 4. A laser tracker was used as the reference measuring device. The data was analysed based on the type A evaluation of standard uncertainty according to the guide to the expression of uncertainty in measurement (GUM). It was possible to show an improvement in standard deviation from [Formula: see text] to [Formula: see text] with confidence level [Formula: see text] and thus provides conclusions about the setup of an indoor positioning system on the shopfloor. MDPI 2022-12-19 /pmc/articles/PMC9781140/ /pubmed/36560384 http://dx.doi.org/10.3390/s222410015 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Neuber, Till
Schmitt, Anna-Maria
Engelmann, Bastian
Schmitt, Jan
Evaluation of the Influence of Machine Tools on the Accuracy of Indoor Positioning Systems
title Evaluation of the Influence of Machine Tools on the Accuracy of Indoor Positioning Systems
title_full Evaluation of the Influence of Machine Tools on the Accuracy of Indoor Positioning Systems
title_fullStr Evaluation of the Influence of Machine Tools on the Accuracy of Indoor Positioning Systems
title_full_unstemmed Evaluation of the Influence of Machine Tools on the Accuracy of Indoor Positioning Systems
title_short Evaluation of the Influence of Machine Tools on the Accuracy of Indoor Positioning Systems
title_sort evaluation of the influence of machine tools on the accuracy of indoor positioning systems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9781140/
https://www.ncbi.nlm.nih.gov/pubmed/36560384
http://dx.doi.org/10.3390/s222410015
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