Cargando…
Indoor Positioning on Disparate Commercial Smartphones Using Wi-Fi Access Points Coverage Area
The applications of location-based services require precise location information of a user both indoors and outdoors. Global positioning system’s reduced accuracy for indoor environments necessitated the initiation of Indoor Positioning Systems (IPSs). However, the development of an IPS which can de...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6806077/ https://www.ncbi.nlm.nih.gov/pubmed/31597391 http://dx.doi.org/10.3390/s19194351 |
_version_ | 1783461545227845632 |
---|---|
author | Ashraf, Imran Hur, Soojung Park, Yongwan |
author_facet | Ashraf, Imran Hur, Soojung Park, Yongwan |
author_sort | Ashraf, Imran |
collection | PubMed |
description | The applications of location-based services require precise location information of a user both indoors and outdoors. Global positioning system’s reduced accuracy for indoor environments necessitated the initiation of Indoor Positioning Systems (IPSs). However, the development of an IPS which can determine the user’s position with heterogeneous smartphones in the same fashion is a challenging problem. The performance of Wi-Fi fingerprinting-based IPSs is degraded by many factors including shadowing, absorption, and interference caused by obstacles, human mobility, and body loss. Moreover, the use of various smartphones and different orientations of the very same smartphone can limit its positioning accuracy as well. As Wi-Fi fingerprinting is based on Received Signal Strength (RSS) vector, it is prone to dynamic intrinsic limitations of radio propagation, including changes over time, and far away locations having similar RSS vector. This article presents a Wi-Fi fingerprinting approach that exploits Wi-Fi Access Points (APs) coverage area and does not utilize the RSS vector. Using the concepts of APs coverage area uniqueness and coverage area overlap, the proposed approach calculates the user’s current position with the help of APs’ intersection area. The experimental results demonstrate that the device dependency can be mitigated by making the fingerprinting database with the proposed approach. The experiments performed at a public place proves that positioning accuracy can also be increased because the proposed approach performs well in dynamic environments with human mobility. The impact of human body loss is studied as well. |
format | Online Article Text |
id | pubmed-6806077 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-68060772019-11-07 Indoor Positioning on Disparate Commercial Smartphones Using Wi-Fi Access Points Coverage Area Ashraf, Imran Hur, Soojung Park, Yongwan Sensors (Basel) Article The applications of location-based services require precise location information of a user both indoors and outdoors. Global positioning system’s reduced accuracy for indoor environments necessitated the initiation of Indoor Positioning Systems (IPSs). However, the development of an IPS which can determine the user’s position with heterogeneous smartphones in the same fashion is a challenging problem. The performance of Wi-Fi fingerprinting-based IPSs is degraded by many factors including shadowing, absorption, and interference caused by obstacles, human mobility, and body loss. Moreover, the use of various smartphones and different orientations of the very same smartphone can limit its positioning accuracy as well. As Wi-Fi fingerprinting is based on Received Signal Strength (RSS) vector, it is prone to dynamic intrinsic limitations of radio propagation, including changes over time, and far away locations having similar RSS vector. This article presents a Wi-Fi fingerprinting approach that exploits Wi-Fi Access Points (APs) coverage area and does not utilize the RSS vector. Using the concepts of APs coverage area uniqueness and coverage area overlap, the proposed approach calculates the user’s current position with the help of APs’ intersection area. The experimental results demonstrate that the device dependency can be mitigated by making the fingerprinting database with the proposed approach. The experiments performed at a public place proves that positioning accuracy can also be increased because the proposed approach performs well in dynamic environments with human mobility. The impact of human body loss is studied as well. MDPI 2019-10-08 /pmc/articles/PMC6806077/ /pubmed/31597391 http://dx.doi.org/10.3390/s19194351 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 Ashraf, Imran Hur, Soojung Park, Yongwan Indoor Positioning on Disparate Commercial Smartphones Using Wi-Fi Access Points Coverage Area |
title | Indoor Positioning on Disparate Commercial Smartphones Using Wi-Fi Access Points Coverage Area |
title_full | Indoor Positioning on Disparate Commercial Smartphones Using Wi-Fi Access Points Coverage Area |
title_fullStr | Indoor Positioning on Disparate Commercial Smartphones Using Wi-Fi Access Points Coverage Area |
title_full_unstemmed | Indoor Positioning on Disparate Commercial Smartphones Using Wi-Fi Access Points Coverage Area |
title_short | Indoor Positioning on Disparate Commercial Smartphones Using Wi-Fi Access Points Coverage Area |
title_sort | indoor positioning on disparate commercial smartphones using wi-fi access points coverage area |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6806077/ https://www.ncbi.nlm.nih.gov/pubmed/31597391 http://dx.doi.org/10.3390/s19194351 |
work_keys_str_mv | AT ashrafimran indoorpositioningondisparatecommercialsmartphonesusingwifiaccesspointscoveragearea AT hursoojung indoorpositioningondisparatecommercialsmartphonesusingwifiaccesspointscoveragearea AT parkyongwan indoorpositioningondisparatecommercialsmartphonesusingwifiaccesspointscoveragearea |