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Meaningful Test and Evaluation of Indoor Localization Systems in Semi-Controlled Environments

Despite their enormous potential, the use of indoor localization systems (ILS) remains seldom. One reason is the lack of market transparency and stakeholders’ trust in the systems’ performance as a consequence of insufficient use of test and evaluation (T&E) methodologies. The heterogeneous natu...

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Autores principales: Schyga, Jakob, Hinckeldeyn, Johannes, Kreutzfeldt, Jochen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9003439/
https://www.ncbi.nlm.nih.gov/pubmed/35408410
http://dx.doi.org/10.3390/s22072797
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author Schyga, Jakob
Hinckeldeyn, Johannes
Kreutzfeldt, Jochen
author_facet Schyga, Jakob
Hinckeldeyn, Johannes
Kreutzfeldt, Jochen
author_sort Schyga, Jakob
collection PubMed
description Despite their enormous potential, the use of indoor localization systems (ILS) remains seldom. One reason is the lack of market transparency and stakeholders’ trust in the systems’ performance as a consequence of insufficient use of test and evaluation (T&E) methodologies. The heterogeneous nature of ILS, their influences, and their applications pose various challenges for the design of a methodology that provides meaningful results. Methodologies for building-wide testing exist, but their use is mostly limited to associated indoor localization competitions. In this work, the T&E 4iLoc Framework is proposed—a methodology for T&E of indoor localization systems in semi-controlled environments based on a system-level and black-box approach. In contrast to building-wide testing, T&E in semi-controlled environments, such as test halls, is characterized by lower costs, higher reproducibility, and better comparability of the results. The limitation of low transferability to real-world applications is addressed by an application-driven design approach. The empirical validation of the T&E 4iLoc Framework, based on the examination of a contour-based light detection and ranging (LiDAR) ILS, an ultra wideband ILS, and a camera-based ILS for the application of automated guided vehicles in warehouse operation, demonstrates the benefits of T&E with the T&E 4iLoc Framework.
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spelling pubmed-90034392022-04-13 Meaningful Test and Evaluation of Indoor Localization Systems in Semi-Controlled Environments Schyga, Jakob Hinckeldeyn, Johannes Kreutzfeldt, Jochen Sensors (Basel) Article Despite their enormous potential, the use of indoor localization systems (ILS) remains seldom. One reason is the lack of market transparency and stakeholders’ trust in the systems’ performance as a consequence of insufficient use of test and evaluation (T&E) methodologies. The heterogeneous nature of ILS, their influences, and their applications pose various challenges for the design of a methodology that provides meaningful results. Methodologies for building-wide testing exist, but their use is mostly limited to associated indoor localization competitions. In this work, the T&E 4iLoc Framework is proposed—a methodology for T&E of indoor localization systems in semi-controlled environments based on a system-level and black-box approach. In contrast to building-wide testing, T&E in semi-controlled environments, such as test halls, is characterized by lower costs, higher reproducibility, and better comparability of the results. The limitation of low transferability to real-world applications is addressed by an application-driven design approach. The empirical validation of the T&E 4iLoc Framework, based on the examination of a contour-based light detection and ranging (LiDAR) ILS, an ultra wideband ILS, and a camera-based ILS for the application of automated guided vehicles in warehouse operation, demonstrates the benefits of T&E with the T&E 4iLoc Framework. MDPI 2022-04-06 /pmc/articles/PMC9003439/ /pubmed/35408410 http://dx.doi.org/10.3390/s22072797 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
Schyga, Jakob
Hinckeldeyn, Johannes
Kreutzfeldt, Jochen
Meaningful Test and Evaluation of Indoor Localization Systems in Semi-Controlled Environments
title Meaningful Test and Evaluation of Indoor Localization Systems in Semi-Controlled Environments
title_full Meaningful Test and Evaluation of Indoor Localization Systems in Semi-Controlled Environments
title_fullStr Meaningful Test and Evaluation of Indoor Localization Systems in Semi-Controlled Environments
title_full_unstemmed Meaningful Test and Evaluation of Indoor Localization Systems in Semi-Controlled Environments
title_short Meaningful Test and Evaluation of Indoor Localization Systems in Semi-Controlled Environments
title_sort meaningful test and evaluation of indoor localization systems in semi-controlled environments
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9003439/
https://www.ncbi.nlm.nih.gov/pubmed/35408410
http://dx.doi.org/10.3390/s22072797
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