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Step-Detection and Adaptive Step-Length Estimation for Pedestrian Dead-Reckoning at Various Walking Speeds Using a Smartphone

We propose a walking distance estimation method based on an adaptive step-length estimator at various walking speeds using a smartphone. First, we apply a fast Fourier transform (FFT)-based smoother on the acceleration data collected by the smartphone to remove the interference signals. Then, we ana...

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Detalles Bibliográficos
Autores principales: Ho, Ngoc-Huynh, Truong, Phuc Huu, Jeong, Gu-Min
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5038701/
https://www.ncbi.nlm.nih.gov/pubmed/27598171
http://dx.doi.org/10.3390/s16091423
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author Ho, Ngoc-Huynh
Truong, Phuc Huu
Jeong, Gu-Min
author_facet Ho, Ngoc-Huynh
Truong, Phuc Huu
Jeong, Gu-Min
author_sort Ho, Ngoc-Huynh
collection PubMed
description We propose a walking distance estimation method based on an adaptive step-length estimator at various walking speeds using a smartphone. First, we apply a fast Fourier transform (FFT)-based smoother on the acceleration data collected by the smartphone to remove the interference signals. Then, we analyze these data using a set of step-detection rules in order to detect walking steps. Using an adaptive estimator, which is based on a model of average step speed, we accurately obtain the walking step length. To evaluate the accuracy of the proposed method, we examine the distance estimation for four different distances and three speed levels. The experimental results show that the proposed method significantly outperforms conventional estimation methods in terms of accuracy.
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spelling pubmed-50387012016-09-29 Step-Detection and Adaptive Step-Length Estimation for Pedestrian Dead-Reckoning at Various Walking Speeds Using a Smartphone Ho, Ngoc-Huynh Truong, Phuc Huu Jeong, Gu-Min Sensors (Basel) Article We propose a walking distance estimation method based on an adaptive step-length estimator at various walking speeds using a smartphone. First, we apply a fast Fourier transform (FFT)-based smoother on the acceleration data collected by the smartphone to remove the interference signals. Then, we analyze these data using a set of step-detection rules in order to detect walking steps. Using an adaptive estimator, which is based on a model of average step speed, we accurately obtain the walking step length. To evaluate the accuracy of the proposed method, we examine the distance estimation for four different distances and three speed levels. The experimental results show that the proposed method significantly outperforms conventional estimation methods in terms of accuracy. MDPI 2016-09-02 /pmc/articles/PMC5038701/ /pubmed/27598171 http://dx.doi.org/10.3390/s16091423 Text en © 2016 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
Ho, Ngoc-Huynh
Truong, Phuc Huu
Jeong, Gu-Min
Step-Detection and Adaptive Step-Length Estimation for Pedestrian Dead-Reckoning at Various Walking Speeds Using a Smartphone
title Step-Detection and Adaptive Step-Length Estimation for Pedestrian Dead-Reckoning at Various Walking Speeds Using a Smartphone
title_full Step-Detection and Adaptive Step-Length Estimation for Pedestrian Dead-Reckoning at Various Walking Speeds Using a Smartphone
title_fullStr Step-Detection and Adaptive Step-Length Estimation for Pedestrian Dead-Reckoning at Various Walking Speeds Using a Smartphone
title_full_unstemmed Step-Detection and Adaptive Step-Length Estimation for Pedestrian Dead-Reckoning at Various Walking Speeds Using a Smartphone
title_short Step-Detection and Adaptive Step-Length Estimation for Pedestrian Dead-Reckoning at Various Walking Speeds Using a Smartphone
title_sort step-detection and adaptive step-length estimation for pedestrian dead-reckoning at various walking speeds using a smartphone
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5038701/
https://www.ncbi.nlm.nih.gov/pubmed/27598171
http://dx.doi.org/10.3390/s16091423
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