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An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real-Time Navigation
Positioning accuracy is a challenging issue for location-based applications using a low-cost global positioning system (GPS). This paper presents an effective approach to improving the positioning accuracy of a low-cost GPS receiver for real-time navigation. The proposed method precisely estimates p...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4099514/ https://www.ncbi.nlm.nih.gov/pubmed/25136679 http://dx.doi.org/10.1155/2014/671494 |
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author | Islam, Md. Rashedul Kim, Jong-Myon |
author_facet | Islam, Md. Rashedul Kim, Jong-Myon |
author_sort | Islam, Md. Rashedul |
collection | PubMed |
description | Positioning accuracy is a challenging issue for location-based applications using a low-cost global positioning system (GPS). This paper presents an effective approach to improving the positioning accuracy of a low-cost GPS receiver for real-time navigation. The proposed method precisely estimates position by combining vehicle movement direction, velocity averaging, and distance between waypoints using coordinate data (latitude, longitude, time, and velocity) of the GPS receiver. The previously estimated precious reference point, coordinate translation, and invalid data check also improve accuracy. In order to evaluate the performance of the proposed method, we conducted an experiment using a GARMIN GPS 19xHVS receiver attached to a car and used Google Maps to plot the processed data. The proposed method achieved improvement of 4–10 meters in several experiments. In addition, we compared the proposed approach with two other state-of-the-art methods: recursive averaging and ARMA interpolation. The experimental results show that the proposed approach outperforms other state-of-the-art methods in terms of positioning accuracy. |
format | Online Article Text |
id | pubmed-4099514 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-40995142014-08-18 An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real-Time Navigation Islam, Md. Rashedul Kim, Jong-Myon ScientificWorldJournal Research Article Positioning accuracy is a challenging issue for location-based applications using a low-cost global positioning system (GPS). This paper presents an effective approach to improving the positioning accuracy of a low-cost GPS receiver for real-time navigation. The proposed method precisely estimates position by combining vehicle movement direction, velocity averaging, and distance between waypoints using coordinate data (latitude, longitude, time, and velocity) of the GPS receiver. The previously estimated precious reference point, coordinate translation, and invalid data check also improve accuracy. In order to evaluate the performance of the proposed method, we conducted an experiment using a GARMIN GPS 19xHVS receiver attached to a car and used Google Maps to plot the processed data. The proposed method achieved improvement of 4–10 meters in several experiments. In addition, we compared the proposed approach with two other state-of-the-art methods: recursive averaging and ARMA interpolation. The experimental results show that the proposed approach outperforms other state-of-the-art methods in terms of positioning accuracy. Hindawi Publishing Corporation 2014 2014-06-25 /pmc/articles/PMC4099514/ /pubmed/25136679 http://dx.doi.org/10.1155/2014/671494 Text en Copyright © 2014 Md. R. Islam and J.-M. Kim. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Islam, Md. Rashedul Kim, Jong-Myon An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real-Time Navigation |
title | An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real-Time Navigation |
title_full | An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real-Time Navigation |
title_fullStr | An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real-Time Navigation |
title_full_unstemmed | An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real-Time Navigation |
title_short | An Effective Approach to Improving Low-Cost GPS Positioning Accuracy in Real-Time Navigation |
title_sort | effective approach to improving low-cost gps positioning accuracy in real-time navigation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4099514/ https://www.ncbi.nlm.nih.gov/pubmed/25136679 http://dx.doi.org/10.1155/2014/671494 |
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