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Load Position Estimation Method for Wearable Devices Based on Difference in Pulse Wave Arrival Time †

With the increasing use of wearable devices equipped with various sensors, information on human activities, biometrics, and surrounding environments can be obtained via sensor data at any time and place. When such devices are attached to arbitrary body parts and multiple devices are used to capture...

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Detalles Bibliográficos
Autores principales: Yoshida, Kazuki, Murao, Kazuya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8840559/
https://www.ncbi.nlm.nih.gov/pubmed/35161835
http://dx.doi.org/10.3390/s22031090
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author Yoshida, Kazuki
Murao, Kazuya
author_facet Yoshida, Kazuki
Murao, Kazuya
author_sort Yoshida, Kazuki
collection PubMed
description With the increasing use of wearable devices equipped with various sensors, information on human activities, biometrics, and surrounding environments can be obtained via sensor data at any time and place. When such devices are attached to arbitrary body parts and multiple devices are used to capture body-wide movements, it is important to estimate where the devices are attached. In this study, we propose a method that estimates the load positions of wearable devices without requiring the user to perform specific actions. The proposed method estimates the time difference between a heartbeat obtained by an ECG sensor and a pulse wave obtained by a pulse sensor, and it classifies the pulse sensor position from the estimated time difference. Data were collected at 12 body parts from four male subjects and one female subject, and the proposed method was evaluated in both user-dependent and user-independent environments. The average F-value was 1.0 when the number of target body parts was from two to five.
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spelling pubmed-88405592022-02-13 Load Position Estimation Method for Wearable Devices Based on Difference in Pulse Wave Arrival Time † Yoshida, Kazuki Murao, Kazuya Sensors (Basel) Article With the increasing use of wearable devices equipped with various sensors, information on human activities, biometrics, and surrounding environments can be obtained via sensor data at any time and place. When such devices are attached to arbitrary body parts and multiple devices are used to capture body-wide movements, it is important to estimate where the devices are attached. In this study, we propose a method that estimates the load positions of wearable devices without requiring the user to perform specific actions. The proposed method estimates the time difference between a heartbeat obtained by an ECG sensor and a pulse wave obtained by a pulse sensor, and it classifies the pulse sensor position from the estimated time difference. Data were collected at 12 body parts from four male subjects and one female subject, and the proposed method was evaluated in both user-dependent and user-independent environments. The average F-value was 1.0 when the number of target body parts was from two to five. MDPI 2022-01-31 /pmc/articles/PMC8840559/ /pubmed/35161835 http://dx.doi.org/10.3390/s22031090 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yoshida, Kazuki
Murao, Kazuya
Load Position Estimation Method for Wearable Devices Based on Difference in Pulse Wave Arrival Time †
title Load Position Estimation Method for Wearable Devices Based on Difference in Pulse Wave Arrival Time †
title_full Load Position Estimation Method for Wearable Devices Based on Difference in Pulse Wave Arrival Time †
title_fullStr Load Position Estimation Method for Wearable Devices Based on Difference in Pulse Wave Arrival Time †
title_full_unstemmed Load Position Estimation Method for Wearable Devices Based on Difference in Pulse Wave Arrival Time †
title_short Load Position Estimation Method for Wearable Devices Based on Difference in Pulse Wave Arrival Time †
title_sort load position estimation method for wearable devices based on difference in pulse wave arrival time †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8840559/
https://www.ncbi.nlm.nih.gov/pubmed/35161835
http://dx.doi.org/10.3390/s22031090
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