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Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation
Position tracking of pedestrians by means of inertial sensors is a highly explored field of research. In fact, there are already many approaches to implement inertial navigation systems (INSs). However, most of them use a single inertial measurement unit (IMU) attached to the pedestrian’s body. Sinc...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5713007/ https://www.ncbi.nlm.nih.gov/pubmed/29099807 http://dx.doi.org/10.3390/s17112534 |
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author | Bousdar Ahmed, Dina Munoz Diaz, Estefania |
author_facet | Bousdar Ahmed, Dina Munoz Diaz, Estefania |
author_sort | Bousdar Ahmed, Dina |
collection | PubMed |
description | Position tracking of pedestrians by means of inertial sensors is a highly explored field of research. In fact, there are already many approaches to implement inertial navigation systems (INSs). However, most of them use a single inertial measurement unit (IMU) attached to the pedestrian’s body. Since wearable-devices will be given items in the future, this work explores the implementation of an INS using two wearable-based IMUs. A loosely coupled approach is proposed to combine the outputs of wearable-based INSs. The latter are based on a pocket-mounted IMU and a foot-mounted IMU. The loosely coupled fusion combines the output of the two INSs not only when these outputs are least erroneous, but also automatically favoring the best output. This approach is named smart update. The main challenge is determining the quality of the heading estimation of each INS, which changes every time. In order to address this, a novel concept to determine the quality of the heading estimation is presented. This concept is subject to a patent application. The results show that the position error rate of the loosely coupled fusion is 10 cm/s better than either the foot INS’s or pocket INS’s error rate in 95% of the cases. |
format | Online Article Text |
id | pubmed-5713007 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-57130072017-12-07 Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation Bousdar Ahmed, Dina Munoz Diaz, Estefania Sensors (Basel) Article Position tracking of pedestrians by means of inertial sensors is a highly explored field of research. In fact, there are already many approaches to implement inertial navigation systems (INSs). However, most of them use a single inertial measurement unit (IMU) attached to the pedestrian’s body. Since wearable-devices will be given items in the future, this work explores the implementation of an INS using two wearable-based IMUs. A loosely coupled approach is proposed to combine the outputs of wearable-based INSs. The latter are based on a pocket-mounted IMU and a foot-mounted IMU. The loosely coupled fusion combines the output of the two INSs not only when these outputs are least erroneous, but also automatically favoring the best output. This approach is named smart update. The main challenge is determining the quality of the heading estimation of each INS, which changes every time. In order to address this, a novel concept to determine the quality of the heading estimation is presented. This concept is subject to a patent application. The results show that the position error rate of the loosely coupled fusion is 10 cm/s better than either the foot INS’s or pocket INS’s error rate in 95% of the cases. MDPI 2017-11-03 /pmc/articles/PMC5713007/ /pubmed/29099807 http://dx.doi.org/10.3390/s17112534 Text en © 2017 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 Bousdar Ahmed, Dina Munoz Diaz, Estefania Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation |
title | Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation |
title_full | Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation |
title_fullStr | Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation |
title_full_unstemmed | Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation |
title_short | Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation |
title_sort | loose coupling of wearable-based inss with automatic heading evaluation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5713007/ https://www.ncbi.nlm.nih.gov/pubmed/29099807 http://dx.doi.org/10.3390/s17112534 |
work_keys_str_mv | AT bousdarahmeddina loosecouplingofwearablebasedinsswithautomaticheadingevaluation AT munozdiazestefania loosecouplingofwearablebasedinsswithautomaticheadingevaluation |