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Fundamental Concepts and Evolution of Wi-Fi User Localization: An Overview Based on Different Case Studies
Indoor positioning poses a number of challenges, especially in large and complex buildings. Several effects, such as signal attenuation, signal fluctuations, interference, and multipath play a decisive role in signal propagation. The severity of each challenge depends on the method and technology ad...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7570930/ https://www.ncbi.nlm.nih.gov/pubmed/32911845 http://dx.doi.org/10.3390/s20185121 |
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author | Retscher, Guenther |
author_facet | Retscher, Guenther |
author_sort | Retscher, Guenther |
collection | PubMed |
description | Indoor positioning poses a number of challenges, especially in large and complex buildings. Several effects, such as signal attenuation, signal fluctuations, interference, and multipath play a decisive role in signal propagation. The severity of each challenge depends on the method and technology adopted to perform user localization. Wi-Fi is a popular method because of its ubiquity with already available public and private infrastructure in many environments and the ability for mobile clients, such as smartphones, to receive these signals. In this contribution, the fundamental concepts and basics and the evolution of Wi-Fi as the most widely used indoor positioning technology are reviewed and demonstrated using four different conducted case studies. Starting from an analysis of the properties of Wi-Fi signals and their propagation, suitable techniques are identified. The mathematical models of location fingerprinting and lateration are consolidated and assessed as well as new technology directions and developments highlighted. Results of the case studies demonstrate the capability of Wi-Fi for continuous user localization also in dynamic environments and kinematic mode where the user walks with a usual step speed. However, to achieve acceptable localization accuracy, calibration of the devices is required to mitigate the variance problems due to the device heterogeneity. |
format | Online Article Text |
id | pubmed-7570930 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75709302020-10-28 Fundamental Concepts and Evolution of Wi-Fi User Localization: An Overview Based on Different Case Studies Retscher, Guenther Sensors (Basel) Review Indoor positioning poses a number of challenges, especially in large and complex buildings. Several effects, such as signal attenuation, signal fluctuations, interference, and multipath play a decisive role in signal propagation. The severity of each challenge depends on the method and technology adopted to perform user localization. Wi-Fi is a popular method because of its ubiquity with already available public and private infrastructure in many environments and the ability for mobile clients, such as smartphones, to receive these signals. In this contribution, the fundamental concepts and basics and the evolution of Wi-Fi as the most widely used indoor positioning technology are reviewed and demonstrated using four different conducted case studies. Starting from an analysis of the properties of Wi-Fi signals and their propagation, suitable techniques are identified. The mathematical models of location fingerprinting and lateration are consolidated and assessed as well as new technology directions and developments highlighted. Results of the case studies demonstrate the capability of Wi-Fi for continuous user localization also in dynamic environments and kinematic mode where the user walks with a usual step speed. However, to achieve acceptable localization accuracy, calibration of the devices is required to mitigate the variance problems due to the device heterogeneity. MDPI 2020-09-08 /pmc/articles/PMC7570930/ /pubmed/32911845 http://dx.doi.org/10.3390/s20185121 Text en © 2020 by the author. 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 | Review Retscher, Guenther Fundamental Concepts and Evolution of Wi-Fi User Localization: An Overview Based on Different Case Studies |
title | Fundamental Concepts and Evolution of Wi-Fi User Localization: An Overview Based on Different Case Studies |
title_full | Fundamental Concepts and Evolution of Wi-Fi User Localization: An Overview Based on Different Case Studies |
title_fullStr | Fundamental Concepts and Evolution of Wi-Fi User Localization: An Overview Based on Different Case Studies |
title_full_unstemmed | Fundamental Concepts and Evolution of Wi-Fi User Localization: An Overview Based on Different Case Studies |
title_short | Fundamental Concepts and Evolution of Wi-Fi User Localization: An Overview Based on Different Case Studies |
title_sort | fundamental concepts and evolution of wi-fi user localization: an overview based on different case studies |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7570930/ https://www.ncbi.nlm.nih.gov/pubmed/32911845 http://dx.doi.org/10.3390/s20185121 |
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