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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8840559 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT yoshidakazuki loadpositionestimationmethodforwearabledevicesbasedondifferenceinpulsewavearrivaltime AT muraokazuya loadpositionestimationmethodforwearabledevicesbasedondifferenceinpulsewavearrivaltime |