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MuCHLoc: Indoor ZigBee Localization System Utilizing Inter-Channel Characteristics †
The deployment of a large-scale indoor sensor network faces a sensor localization problem because we need to manually locate significantly large numbers of sensors when Global Positioning System (GPS) is unavailable in an indoor environment. Fingerprinting localization is a popular indoor localizati...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6480088/ https://www.ncbi.nlm.nih.gov/pubmed/30959881 http://dx.doi.org/10.3390/s19071645 |
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author | Kimoto, Ryota Ishida, Shigemi Yamamoto, Takahiro Tagashira, Shigeaki Fukuda, Akira |
author_facet | Kimoto, Ryota Ishida, Shigemi Yamamoto, Takahiro Tagashira, Shigeaki Fukuda, Akira |
author_sort | Kimoto, Ryota |
collection | PubMed |
description | The deployment of a large-scale indoor sensor network faces a sensor localization problem because we need to manually locate significantly large numbers of sensors when Global Positioning System (GPS) is unavailable in an indoor environment. Fingerprinting localization is a popular indoor localization method relying on the received signal strength (RSS) of radio signals, which helps to solve the sensor localization problem. However, fingerprinting suffers from low accuracy because of an RSS instability, particularly in sensor localization, owing to low-power ZigBee modules used on sensor nodes. In this paper, we present MuCHLoc, a fingerprinting sensor localization system that improves the localization accuracy by utilizing channel diversity. The key idea of MuCHLoc is the extraction of channel diversity from the RSS of Wi-Fi access points (APs) measured on multiple ZigBee channels through fingerprinting localization. MuCHLoc overcomes the RSS instability by increasing the dimensions of the fingerprints using channel diversity. We conducted experiments collecting the RSS of Wi-Fi APs in a practical environment while switching the ZigBee channels, and evaluated the localization accuracy. The evaluations revealed that MuCHLoc improves the localization accuracy by approximately 15% compared to localization using a single channel. We also showed that MuCHLoc is effective in a dynamic radio environment where the radio propagation channel is unstable from the movement of objects including humans. |
format | Online Article Text |
id | pubmed-6480088 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-64800882019-04-29 MuCHLoc: Indoor ZigBee Localization System Utilizing Inter-Channel Characteristics † Kimoto, Ryota Ishida, Shigemi Yamamoto, Takahiro Tagashira, Shigeaki Fukuda, Akira Sensors (Basel) Article The deployment of a large-scale indoor sensor network faces a sensor localization problem because we need to manually locate significantly large numbers of sensors when Global Positioning System (GPS) is unavailable in an indoor environment. Fingerprinting localization is a popular indoor localization method relying on the received signal strength (RSS) of radio signals, which helps to solve the sensor localization problem. However, fingerprinting suffers from low accuracy because of an RSS instability, particularly in sensor localization, owing to low-power ZigBee modules used on sensor nodes. In this paper, we present MuCHLoc, a fingerprinting sensor localization system that improves the localization accuracy by utilizing channel diversity. The key idea of MuCHLoc is the extraction of channel diversity from the RSS of Wi-Fi access points (APs) measured on multiple ZigBee channels through fingerprinting localization. MuCHLoc overcomes the RSS instability by increasing the dimensions of the fingerprints using channel diversity. We conducted experiments collecting the RSS of Wi-Fi APs in a practical environment while switching the ZigBee channels, and evaluated the localization accuracy. The evaluations revealed that MuCHLoc improves the localization accuracy by approximately 15% compared to localization using a single channel. We also showed that MuCHLoc is effective in a dynamic radio environment where the radio propagation channel is unstable from the movement of objects including humans. MDPI 2019-04-06 /pmc/articles/PMC6480088/ /pubmed/30959881 http://dx.doi.org/10.3390/s19071645 Text en © 2019 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 Kimoto, Ryota Ishida, Shigemi Yamamoto, Takahiro Tagashira, Shigeaki Fukuda, Akira MuCHLoc: Indoor ZigBee Localization System Utilizing Inter-Channel Characteristics † |
title | MuCHLoc: Indoor ZigBee Localization System Utilizing Inter-Channel Characteristics † |
title_full | MuCHLoc: Indoor ZigBee Localization System Utilizing Inter-Channel Characteristics † |
title_fullStr | MuCHLoc: Indoor ZigBee Localization System Utilizing Inter-Channel Characteristics † |
title_full_unstemmed | MuCHLoc: Indoor ZigBee Localization System Utilizing Inter-Channel Characteristics † |
title_short | MuCHLoc: Indoor ZigBee Localization System Utilizing Inter-Channel Characteristics † |
title_sort | muchloc: indoor zigbee localization system utilizing inter-channel characteristics † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6480088/ https://www.ncbi.nlm.nih.gov/pubmed/30959881 http://dx.doi.org/10.3390/s19071645 |
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