Cargando…

A Device-Free Indoor Localization Method Using CSI with Wi-Fi Signals

Amid the ever-accelerated development of wireless communication technology, we have become increasingly demanding for location-based service; thus, passive indoor positioning has gained widespread attention. Channel State Information (CSI), as it can provide more detailed and fine-grained informatio...

Descripción completa

Detalles Bibliográficos
Autores principales: Dang, Xiaochao, Tang, Xuhao, Hao, Zhanjun, Liu, Yang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6679537/
https://www.ncbi.nlm.nih.gov/pubmed/31340502
http://dx.doi.org/10.3390/s19143233
_version_ 1783441358207320064
author Dang, Xiaochao
Tang, Xuhao
Hao, Zhanjun
Liu, Yang
author_facet Dang, Xiaochao
Tang, Xuhao
Hao, Zhanjun
Liu, Yang
author_sort Dang, Xiaochao
collection PubMed
description Amid the ever-accelerated development of wireless communication technology, we have become increasingly demanding for location-based service; thus, passive indoor positioning has gained widespread attention. Channel State Information (CSI), as it can provide more detailed and fine-grained information, has been followed by researchers. Existing indoor positioning methods, however, are vulnerable to the environment and thus fail to fully reflect all the position features, due to limited accuracy of the fingerprint. As a solution, a CSI-based passive indoor positioning method was proposed, Wavelet Domain Denoising (WDD) was adopted to deal with the collected CSI amplitude, and the CSI phase information was unwound and transformed linearly in the offline phase. The post-processed amplitude and phase were taken as fingerprint data to build a fingerprint database, correlating with reference point position information. Results of experimental data analyzed under two different environments show that the present method boasts lower positioning error and higher stability than similar methods and can offer decimeter-level positioning accuracy.
format Online
Article
Text
id pubmed-6679537
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-66795372019-08-19 A Device-Free Indoor Localization Method Using CSI with Wi-Fi Signals Dang, Xiaochao Tang, Xuhao Hao, Zhanjun Liu, Yang Sensors (Basel) Article Amid the ever-accelerated development of wireless communication technology, we have become increasingly demanding for location-based service; thus, passive indoor positioning has gained widespread attention. Channel State Information (CSI), as it can provide more detailed and fine-grained information, has been followed by researchers. Existing indoor positioning methods, however, are vulnerable to the environment and thus fail to fully reflect all the position features, due to limited accuracy of the fingerprint. As a solution, a CSI-based passive indoor positioning method was proposed, Wavelet Domain Denoising (WDD) was adopted to deal with the collected CSI amplitude, and the CSI phase information was unwound and transformed linearly in the offline phase. The post-processed amplitude and phase were taken as fingerprint data to build a fingerprint database, correlating with reference point position information. Results of experimental data analyzed under two different environments show that the present method boasts lower positioning error and higher stability than similar methods and can offer decimeter-level positioning accuracy. MDPI 2019-07-23 /pmc/articles/PMC6679537/ /pubmed/31340502 http://dx.doi.org/10.3390/s19143233 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
Dang, Xiaochao
Tang, Xuhao
Hao, Zhanjun
Liu, Yang
A Device-Free Indoor Localization Method Using CSI with Wi-Fi Signals
title A Device-Free Indoor Localization Method Using CSI with Wi-Fi Signals
title_full A Device-Free Indoor Localization Method Using CSI with Wi-Fi Signals
title_fullStr A Device-Free Indoor Localization Method Using CSI with Wi-Fi Signals
title_full_unstemmed A Device-Free Indoor Localization Method Using CSI with Wi-Fi Signals
title_short A Device-Free Indoor Localization Method Using CSI with Wi-Fi Signals
title_sort device-free indoor localization method using csi with wi-fi signals
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6679537/
https://www.ncbi.nlm.nih.gov/pubmed/31340502
http://dx.doi.org/10.3390/s19143233
work_keys_str_mv AT dangxiaochao adevicefreeindoorlocalizationmethodusingcsiwithwifisignals
AT tangxuhao adevicefreeindoorlocalizationmethodusingcsiwithwifisignals
AT haozhanjun adevicefreeindoorlocalizationmethodusingcsiwithwifisignals
AT liuyang adevicefreeindoorlocalizationmethodusingcsiwithwifisignals
AT dangxiaochao devicefreeindoorlocalizationmethodusingcsiwithwifisignals
AT tangxuhao devicefreeindoorlocalizationmethodusingcsiwithwifisignals
AT haozhanjun devicefreeindoorlocalizationmethodusingcsiwithwifisignals
AT liuyang devicefreeindoorlocalizationmethodusingcsiwithwifisignals