Cargando…
Surface Correlation-Based Fingerprinting Method Using LTE Signal for Localization in Urban Canyon
The Global Satellite Navigation System (GNSS) used in various location-based services is accurate and stable in outdoor environments. However, it cannot be utilized in an indoor environment because of low signal availability and degradation of accuracy due to the multipath distortion of satellite si...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6696050/ https://www.ncbi.nlm.nih.gov/pubmed/31362386 http://dx.doi.org/10.3390/s19153325 |
_version_ | 1783444179126321152 |
---|---|
author | Lee, Jung Ho Shin, Beomju Shin, Donghyun Park, Jinwoo Ryu, Yong Sang Woo, Deok Ha Lee, Taikjin |
author_facet | Lee, Jung Ho Shin, Beomju Shin, Donghyun Park, Jinwoo Ryu, Yong Sang Woo, Deok Ha Lee, Taikjin |
author_sort | Lee, Jung Ho |
collection | PubMed |
description | The Global Satellite Navigation System (GNSS) used in various location-based services is accurate and stable in outdoor environments. However, it cannot be utilized in an indoor environment because of low signal availability and degradation of accuracy due to the multipath distortion of satellite signals in urban areas. On the contrary, LTE signals are available almost everywhere in urban areas and are quite stable without much variation throughout the year. This is because of the fixed location of base stations and the well-maintained policy of mobile communication service providers. Its varied stability and reliability make LTE signals a more viable method for localization. However, there are some complexities in utilizing LTE signals including signal interference distortion phenomena during propagation multipath fading, and various types of noise. In this paper, we propose a surface correlation-based fingerprinting method to utilize LTE signals for localization in urban areas. The surface correlation converts timely measured signal strength into spatial pattern using the walking distance from a Pedestrian Dead-Reckoning (PDR). The surface correlation is carried out by comparing the spatial signal strength pattern of a pedestrian`s movement trajectory with a fingerprinting database to estimate the location. A reference trajectory of the moving pedestrian is chosen to have a greater correlation among the multiple trajectory candidates generated from a link-based fingerprinting database. By comparing spatial signal strength patterns, the proposed method can improve robustness in localization overcoming the accuracy degradation problem due to RF multipath and noise that are dominant in the conventional RSS measurement-based LTE localization scheme. The test results in urban areas demonstrate that the proposed surface correlation-based fingerprinting method has improved performance compared to the other conventional methods, thus proving to be a useful complementary method to the GNSS in urban areas. |
format | Online Article Text |
id | pubmed-6696050 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-66960502019-09-05 Surface Correlation-Based Fingerprinting Method Using LTE Signal for Localization in Urban Canyon Lee, Jung Ho Shin, Beomju Shin, Donghyun Park, Jinwoo Ryu, Yong Sang Woo, Deok Ha Lee, Taikjin Sensors (Basel) Article The Global Satellite Navigation System (GNSS) used in various location-based services is accurate and stable in outdoor environments. However, it cannot be utilized in an indoor environment because of low signal availability and degradation of accuracy due to the multipath distortion of satellite signals in urban areas. On the contrary, LTE signals are available almost everywhere in urban areas and are quite stable without much variation throughout the year. This is because of the fixed location of base stations and the well-maintained policy of mobile communication service providers. Its varied stability and reliability make LTE signals a more viable method for localization. However, there are some complexities in utilizing LTE signals including signal interference distortion phenomena during propagation multipath fading, and various types of noise. In this paper, we propose a surface correlation-based fingerprinting method to utilize LTE signals for localization in urban areas. The surface correlation converts timely measured signal strength into spatial pattern using the walking distance from a Pedestrian Dead-Reckoning (PDR). The surface correlation is carried out by comparing the spatial signal strength pattern of a pedestrian`s movement trajectory with a fingerprinting database to estimate the location. A reference trajectory of the moving pedestrian is chosen to have a greater correlation among the multiple trajectory candidates generated from a link-based fingerprinting database. By comparing spatial signal strength patterns, the proposed method can improve robustness in localization overcoming the accuracy degradation problem due to RF multipath and noise that are dominant in the conventional RSS measurement-based LTE localization scheme. The test results in urban areas demonstrate that the proposed surface correlation-based fingerprinting method has improved performance compared to the other conventional methods, thus proving to be a useful complementary method to the GNSS in urban areas. MDPI 2019-07-29 /pmc/articles/PMC6696050/ /pubmed/31362386 http://dx.doi.org/10.3390/s19153325 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 Lee, Jung Ho Shin, Beomju Shin, Donghyun Park, Jinwoo Ryu, Yong Sang Woo, Deok Ha Lee, Taikjin Surface Correlation-Based Fingerprinting Method Using LTE Signal for Localization in Urban Canyon |
title | Surface Correlation-Based Fingerprinting Method Using LTE Signal for Localization in Urban Canyon |
title_full | Surface Correlation-Based Fingerprinting Method Using LTE Signal for Localization in Urban Canyon |
title_fullStr | Surface Correlation-Based Fingerprinting Method Using LTE Signal for Localization in Urban Canyon |
title_full_unstemmed | Surface Correlation-Based Fingerprinting Method Using LTE Signal for Localization in Urban Canyon |
title_short | Surface Correlation-Based Fingerprinting Method Using LTE Signal for Localization in Urban Canyon |
title_sort | surface correlation-based fingerprinting method using lte signal for localization in urban canyon |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6696050/ https://www.ncbi.nlm.nih.gov/pubmed/31362386 http://dx.doi.org/10.3390/s19153325 |
work_keys_str_mv | AT leejungho surfacecorrelationbasedfingerprintingmethodusingltesignalforlocalizationinurbancanyon AT shinbeomju surfacecorrelationbasedfingerprintingmethodusingltesignalforlocalizationinurbancanyon AT shindonghyun surfacecorrelationbasedfingerprintingmethodusingltesignalforlocalizationinurbancanyon AT parkjinwoo surfacecorrelationbasedfingerprintingmethodusingltesignalforlocalizationinurbancanyon AT ryuyongsang surfacecorrelationbasedfingerprintingmethodusingltesignalforlocalizationinurbancanyon AT woodeokha surfacecorrelationbasedfingerprintingmethodusingltesignalforlocalizationinurbancanyon AT leetaikjin surfacecorrelationbasedfingerprintingmethodusingltesignalforlocalizationinurbancanyon |