Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1782455932888809472 |
---|---|
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. |
format | Online Article Text |
id | pubmed-5038701 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT hongochuynh stepdetectionandadaptivesteplengthestimationforpedestriandeadreckoningatvariouswalkingspeedsusingasmartphone AT truongphuchuu stepdetectionandadaptivesteplengthestimationforpedestriandeadreckoningatvariouswalkingspeedsusingasmartphone AT jeonggumin stepdetectionandadaptivesteplengthestimationforpedestriandeadreckoningatvariouswalkingspeedsusingasmartphone |