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...

Descripción completa

Detalles Bibliográficos
Autores principales: Pawlicki, Łukasz, Fotyga, Alicja, Rewieński, Jakub, Groth, Mateusz, Kulas, Łukasz, Fotyga, Grzegorz
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