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Activities of daily living with motion: A dataset with accelerometer, magnetometer and gyroscope data from mobile devices

The dataset presented in this paper is related to the performance of five Activities of Daily Living (ADL) with motion, such as walking, running, standing, walking upstairs, and walking downstairs. These activities were performed with a mobile device in a waistband, containing the data acquired from...

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Autores principales: Pires, Ivan Miguel, Garcia, Nuno M., Zdravevski, Eftim, Lameski, Petre
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7735969/
https://www.ncbi.nlm.nih.gov/pubmed/33344738
http://dx.doi.org/10.1016/j.dib.2020.106628
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author Pires, Ivan Miguel
Garcia, Nuno M.
Zdravevski, Eftim
Lameski, Petre
author_facet Pires, Ivan Miguel
Garcia, Nuno M.
Zdravevski, Eftim
Lameski, Petre
author_sort Pires, Ivan Miguel
collection PubMed
description The dataset presented in this paper is related to the performance of five Activities of Daily Living (ADL) with motion, such as walking, running, standing, walking upstairs, and walking downstairs. These activities were performed with a mobile device in a waistband, containing the data acquired from accelerometer, magnetometer, and gyroscope sensors. These data include the motion data, which allow the characterization of the different types of movement. The data acquisition was performed in open environments by 25 individuals (15 man, and 10 woman) in the Covilhã, and Fundão municipalities (Portugal). The data related to the different sensors was acquired with a sampling rate of 100 Hz by the accelerometer, 50 Hz by the magnetometer, and 100 Hz by the gyroscope sensors. It includes the captures related to a minimum of 2000 captures for each ADL, which corresponds to 2.8 h (approximately) for each ADL. In total, this dataset includes 13.9 h (approximately) of captures. These data can be reused for the implementation of data processing techniques, and artificial intelligence methods.
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spelling pubmed-77359692020-12-18 Activities of daily living with motion: A dataset with accelerometer, magnetometer and gyroscope data from mobile devices Pires, Ivan Miguel Garcia, Nuno M. Zdravevski, Eftim Lameski, Petre Data Brief Data Article The dataset presented in this paper is related to the performance of five Activities of Daily Living (ADL) with motion, such as walking, running, standing, walking upstairs, and walking downstairs. These activities were performed with a mobile device in a waistband, containing the data acquired from accelerometer, magnetometer, and gyroscope sensors. These data include the motion data, which allow the characterization of the different types of movement. The data acquisition was performed in open environments by 25 individuals (15 man, and 10 woman) in the Covilhã, and Fundão municipalities (Portugal). The data related to the different sensors was acquired with a sampling rate of 100 Hz by the accelerometer, 50 Hz by the magnetometer, and 100 Hz by the gyroscope sensors. It includes the captures related to a minimum of 2000 captures for each ADL, which corresponds to 2.8 h (approximately) for each ADL. In total, this dataset includes 13.9 h (approximately) of captures. These data can be reused for the implementation of data processing techniques, and artificial intelligence methods. Elsevier 2020-12-08 /pmc/articles/PMC7735969/ /pubmed/33344738 http://dx.doi.org/10.1016/j.dib.2020.106628 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Data Article
Pires, Ivan Miguel
Garcia, Nuno M.
Zdravevski, Eftim
Lameski, Petre
Activities of daily living with motion: A dataset with accelerometer, magnetometer and gyroscope data from mobile devices
title Activities of daily living with motion: A dataset with accelerometer, magnetometer and gyroscope data from mobile devices
title_full Activities of daily living with motion: A dataset with accelerometer, magnetometer and gyroscope data from mobile devices
title_fullStr Activities of daily living with motion: A dataset with accelerometer, magnetometer and gyroscope data from mobile devices
title_full_unstemmed Activities of daily living with motion: A dataset with accelerometer, magnetometer and gyroscope data from mobile devices
title_short Activities of daily living with motion: A dataset with accelerometer, magnetometer and gyroscope data from mobile devices
title_sort activities of daily living with motion: a dataset with accelerometer, magnetometer and gyroscope data from mobile devices
topic Data Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7735969/
https://www.ncbi.nlm.nih.gov/pubmed/33344738
http://dx.doi.org/10.1016/j.dib.2020.106628
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