Cargando…
Wireless Body Area Network for Preventing Self-Inoculation Transmission of Respiratory Viral Diseases
This paper proposes an idea of Wireless Body Area Networks (WBANs) based on Bluetooth Low-Energy (BLE) standards to recognize and alarm a gesture of touching the face, and in effect, to prevent self-inoculation of respiratory viral diseases, such as COVID-19 or influenza A, B, or C. The proposed net...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9959337/ https://www.ncbi.nlm.nih.gov/pubmed/36850640 http://dx.doi.org/10.3390/s23042042 |
_version_ | 1784895250771214336 |
---|---|
author | Pawlicki, Łukasz Fotyga, Alicja Rewieński, Jakub Groth, Mateusz Kulas, Łukasz Fotyga, Grzegorz |
author_facet | Pawlicki, Łukasz Fotyga, Alicja Rewieński, Jakub Groth, Mateusz Kulas, Łukasz Fotyga, Grzegorz |
author_sort | Pawlicki, Łukasz |
collection | PubMed |
description | This paper proposes an idea of Wireless Body Area Networks (WBANs) based on Bluetooth Low-Energy (BLE) standards to recognize and alarm a gesture of touching the face, and in effect, to prevent self-inoculation of respiratory viral diseases, such as COVID-19 or influenza A, B, or C. The proposed network comprises wireless modules placed in bracelets and a necklace. It relies on the received signal strength indicator (RSSI) measurements between the bracelet and necklace modules. The measured signal is cleared of noise using the exponential moving average (EMA). Next, we use a classification algorithm based on a Least-Squares Support Vector Machine (LSSVM) in order to detect facial touches. When the results of the classification indicate that the hand is moving toward the face, an alarm is sent through the neck module and the vibrator embedded in the wrist module is switched on. Based on the performed tests, it can be concluded that the proposed solution is characterized by high accuracy and reliability. It should be useful, especially for individuals who are regularly exposed to the risk of respiratory infections. |
format | Online Article Text |
id | pubmed-9959337 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99593372023-02-26 Wireless Body Area Network for Preventing Self-Inoculation Transmission of Respiratory Viral Diseases Pawlicki, Łukasz Fotyga, Alicja Rewieński, Jakub Groth, Mateusz Kulas, Łukasz Fotyga, Grzegorz Sensors (Basel) Communication This paper proposes an idea of Wireless Body Area Networks (WBANs) based on Bluetooth Low-Energy (BLE) standards to recognize and alarm a gesture of touching the face, and in effect, to prevent self-inoculation of respiratory viral diseases, such as COVID-19 or influenza A, B, or C. The proposed network comprises wireless modules placed in bracelets and a necklace. It relies on the received signal strength indicator (RSSI) measurements between the bracelet and necklace modules. The measured signal is cleared of noise using the exponential moving average (EMA). Next, we use a classification algorithm based on a Least-Squares Support Vector Machine (LSSVM) in order to detect facial touches. When the results of the classification indicate that the hand is moving toward the face, an alarm is sent through the neck module and the vibrator embedded in the wrist module is switched on. Based on the performed tests, it can be concluded that the proposed solution is characterized by high accuracy and reliability. It should be useful, especially for individuals who are regularly exposed to the risk of respiratory infections. MDPI 2023-02-11 /pmc/articles/PMC9959337/ /pubmed/36850640 http://dx.doi.org/10.3390/s23042042 Text en © 2023 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 | Communication Pawlicki, Łukasz Fotyga, Alicja Rewieński, Jakub Groth, Mateusz Kulas, Łukasz Fotyga, Grzegorz Wireless Body Area Network for Preventing Self-Inoculation Transmission of Respiratory Viral Diseases |
title | Wireless Body Area Network for Preventing Self-Inoculation Transmission of Respiratory Viral Diseases |
title_full | Wireless Body Area Network for Preventing Self-Inoculation Transmission of Respiratory Viral Diseases |
title_fullStr | Wireless Body Area Network for Preventing Self-Inoculation Transmission of Respiratory Viral Diseases |
title_full_unstemmed | Wireless Body Area Network for Preventing Self-Inoculation Transmission of Respiratory Viral Diseases |
title_short | Wireless Body Area Network for Preventing Self-Inoculation Transmission of Respiratory Viral Diseases |
title_sort | wireless body area network for preventing self-inoculation transmission of respiratory viral diseases |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9959337/ https://www.ncbi.nlm.nih.gov/pubmed/36850640 http://dx.doi.org/10.3390/s23042042 |
work_keys_str_mv | AT pawlickiłukasz wirelessbodyareanetworkforpreventingselfinoculationtransmissionofrespiratoryviraldiseases AT fotygaalicja wirelessbodyareanetworkforpreventingselfinoculationtransmissionofrespiratoryviraldiseases AT rewienskijakub wirelessbodyareanetworkforpreventingselfinoculationtransmissionofrespiratoryviraldiseases AT grothmateusz wirelessbodyareanetworkforpreventingselfinoculationtransmissionofrespiratoryviraldiseases AT kulasłukasz wirelessbodyareanetworkforpreventingselfinoculationtransmissionofrespiratoryviraldiseases AT fotygagrzegorz wirelessbodyareanetworkforpreventingselfinoculationtransmissionofrespiratoryviraldiseases |