Cargando…
A digital nervous system aiming toward personalized IoT healthcare
Body area networks (BANs), cloud computing, and machine learning are platforms that can potentially enable advanced healthcare outside the hospital. By applying distributed sensors and drug delivery devices on/in our body and connecting to such communication and decision-making technology, a system...
Autores principales: | , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8032817/ https://www.ncbi.nlm.nih.gov/pubmed/33833303 http://dx.doi.org/10.1038/s41598-021-87177-z |
_version_ | 1783676288659095552 |
---|---|
author | Armgarth, Astrid Pantzare, Sandra Arven, Patrik Lassnig, Roman Jinno, Hiroaki Gabrielsson, Erik O. Kifle, Yonatan Cherian, Dennis Arbring Sjöström, Theresia Berthou, Gautier Dowling, Jim Someya, Takao Wikner, J. Jacob Gustafsson, Göran Simon, Daniel T. Berggren, Magnus |
author_facet | Armgarth, Astrid Pantzare, Sandra Arven, Patrik Lassnig, Roman Jinno, Hiroaki Gabrielsson, Erik O. Kifle, Yonatan Cherian, Dennis Arbring Sjöström, Theresia Berthou, Gautier Dowling, Jim Someya, Takao Wikner, J. Jacob Gustafsson, Göran Simon, Daniel T. Berggren, Magnus |
author_sort | Armgarth, Astrid |
collection | PubMed |
description | Body area networks (BANs), cloud computing, and machine learning are platforms that can potentially enable advanced healthcare outside the hospital. By applying distributed sensors and drug delivery devices on/in our body and connecting to such communication and decision-making technology, a system for remote diagnostics and therapy is achieved with additional autoregulation capabilities. Challenges with such autarchic on-body healthcare schemes relate to integrity and safety, and interfacing and transduction of electronic signals into biochemical signals, and vice versa. Here, we report a BAN, comprising flexible on-body organic bioelectronic sensors and actuators utilizing two parallel pathways for communication and decision-making. Data, recorded from strain sensors detecting body motion, are both securely transferred to the cloud for machine learning and improved decision-making, and sent through the body using a secure body-coupled communication protocol to auto-actuate delivery of neurotransmitters, all within seconds. We conclude that both highly stable and accurate sensing—from multiple sensors—are needed to enable robust decision making and limit the frequency of retraining. The holistic platform resembles the self-regulatory properties of the nervous system, i.e., the ability to sense, communicate, decide, and react accordingly, thus operating as a digital nervous system. |
format | Online Article Text |
id | pubmed-8032817 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-80328172021-04-09 A digital nervous system aiming toward personalized IoT healthcare Armgarth, Astrid Pantzare, Sandra Arven, Patrik Lassnig, Roman Jinno, Hiroaki Gabrielsson, Erik O. Kifle, Yonatan Cherian, Dennis Arbring Sjöström, Theresia Berthou, Gautier Dowling, Jim Someya, Takao Wikner, J. Jacob Gustafsson, Göran Simon, Daniel T. Berggren, Magnus Sci Rep Article Body area networks (BANs), cloud computing, and machine learning are platforms that can potentially enable advanced healthcare outside the hospital. By applying distributed sensors and drug delivery devices on/in our body and connecting to such communication and decision-making technology, a system for remote diagnostics and therapy is achieved with additional autoregulation capabilities. Challenges with such autarchic on-body healthcare schemes relate to integrity and safety, and interfacing and transduction of electronic signals into biochemical signals, and vice versa. Here, we report a BAN, comprising flexible on-body organic bioelectronic sensors and actuators utilizing two parallel pathways for communication and decision-making. Data, recorded from strain sensors detecting body motion, are both securely transferred to the cloud for machine learning and improved decision-making, and sent through the body using a secure body-coupled communication protocol to auto-actuate delivery of neurotransmitters, all within seconds. We conclude that both highly stable and accurate sensing—from multiple sensors—are needed to enable robust decision making and limit the frequency of retraining. The holistic platform resembles the self-regulatory properties of the nervous system, i.e., the ability to sense, communicate, decide, and react accordingly, thus operating as a digital nervous system. Nature Publishing Group UK 2021-04-08 /pmc/articles/PMC8032817/ /pubmed/33833303 http://dx.doi.org/10.1038/s41598-021-87177-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Armgarth, Astrid Pantzare, Sandra Arven, Patrik Lassnig, Roman Jinno, Hiroaki Gabrielsson, Erik O. Kifle, Yonatan Cherian, Dennis Arbring Sjöström, Theresia Berthou, Gautier Dowling, Jim Someya, Takao Wikner, J. Jacob Gustafsson, Göran Simon, Daniel T. Berggren, Magnus A digital nervous system aiming toward personalized IoT healthcare |
title | A digital nervous system aiming toward personalized IoT healthcare |
title_full | A digital nervous system aiming toward personalized IoT healthcare |
title_fullStr | A digital nervous system aiming toward personalized IoT healthcare |
title_full_unstemmed | A digital nervous system aiming toward personalized IoT healthcare |
title_short | A digital nervous system aiming toward personalized IoT healthcare |
title_sort | digital nervous system aiming toward personalized iot healthcare |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8032817/ https://www.ncbi.nlm.nih.gov/pubmed/33833303 http://dx.doi.org/10.1038/s41598-021-87177-z |
work_keys_str_mv | AT armgarthastrid adigitalnervoussystemaimingtowardpersonalizediothealthcare AT pantzaresandra adigitalnervoussystemaimingtowardpersonalizediothealthcare AT arvenpatrik adigitalnervoussystemaimingtowardpersonalizediothealthcare AT lassnigroman adigitalnervoussystemaimingtowardpersonalizediothealthcare AT jinnohiroaki adigitalnervoussystemaimingtowardpersonalizediothealthcare AT gabrielssoneriko adigitalnervoussystemaimingtowardpersonalizediothealthcare AT kifleyonatan adigitalnervoussystemaimingtowardpersonalizediothealthcare AT cheriandennis adigitalnervoussystemaimingtowardpersonalizediothealthcare AT arbringsjostromtheresia adigitalnervoussystemaimingtowardpersonalizediothealthcare AT berthougautier adigitalnervoussystemaimingtowardpersonalizediothealthcare AT dowlingjim adigitalnervoussystemaimingtowardpersonalizediothealthcare AT someyatakao adigitalnervoussystemaimingtowardpersonalizediothealthcare AT wiknerjjacob adigitalnervoussystemaimingtowardpersonalizediothealthcare AT gustafssongoran adigitalnervoussystemaimingtowardpersonalizediothealthcare AT simondanielt adigitalnervoussystemaimingtowardpersonalizediothealthcare AT berggrenmagnus adigitalnervoussystemaimingtowardpersonalizediothealthcare AT armgarthastrid digitalnervoussystemaimingtowardpersonalizediothealthcare AT pantzaresandra digitalnervoussystemaimingtowardpersonalizediothealthcare AT arvenpatrik digitalnervoussystemaimingtowardpersonalizediothealthcare AT lassnigroman digitalnervoussystemaimingtowardpersonalizediothealthcare AT jinnohiroaki digitalnervoussystemaimingtowardpersonalizediothealthcare AT gabrielssoneriko digitalnervoussystemaimingtowardpersonalizediothealthcare AT kifleyonatan digitalnervoussystemaimingtowardpersonalizediothealthcare AT cheriandennis digitalnervoussystemaimingtowardpersonalizediothealthcare AT arbringsjostromtheresia digitalnervoussystemaimingtowardpersonalizediothealthcare AT berthougautier digitalnervoussystemaimingtowardpersonalizediothealthcare AT dowlingjim digitalnervoussystemaimingtowardpersonalizediothealthcare AT someyatakao digitalnervoussystemaimingtowardpersonalizediothealthcare AT wiknerjjacob digitalnervoussystemaimingtowardpersonalizediothealthcare AT gustafssongoran digitalnervoussystemaimingtowardpersonalizediothealthcare AT simondanielt digitalnervoussystemaimingtowardpersonalizediothealthcare AT berggrenmagnus digitalnervoussystemaimingtowardpersonalizediothealthcare |