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Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud

PURPOSE: Smart cities that support the execution of health services are more and more in evidence today. Here, it is mainstream to use IoT-based vital sign data to serve a multi-tier architecture. The state-of-the-art proposes the combination of edge, fog, and cloud computing to support critical hea...

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Autores principales: Rodrigues, Vinicius Facco, da Rosa Righi, Rodrigo, da Costa, Cristiano André, Zeiser, Felipe André, Eskofier, Bjoern, Maier, Andreas, Kim, Daeyoung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10139834/
https://www.ncbi.nlm.nih.gov/pubmed/37303980
http://dx.doi.org/10.1007/s12553-023-00753-3
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author Rodrigues, Vinicius Facco
da Rosa Righi, Rodrigo
da Costa, Cristiano André
Zeiser, Felipe André
Eskofier, Bjoern
Maier, Andreas
Kim, Daeyoung
author_facet Rodrigues, Vinicius Facco
da Rosa Righi, Rodrigo
da Costa, Cristiano André
Zeiser, Felipe André
Eskofier, Bjoern
Maier, Andreas
Kim, Daeyoung
author_sort Rodrigues, Vinicius Facco
collection PubMed
description PURPOSE: Smart cities that support the execution of health services are more and more in evidence today. Here, it is mainstream to use IoT-based vital sign data to serve a multi-tier architecture. The state-of-the-art proposes the combination of edge, fog, and cloud computing to support critical health applications efficiently. However, to the best of our knowledge, initiatives typically present the architectures, not bringing adaptation and execution optimizations to address health demands fully. METHODS: This article introduces the VitalSense model, which provides a hierarchical multi-tier remote health monitoring architecture in smart cities by combining edge, fog, and cloud computing. RESULTS: Although using a traditional composition, our contributions appear in handling each infrastructure level. We explore adaptive data compression and homomorphic encryption at the edge, a multi-tier notification mechanism, low latency health traceability with data sharding, a Serverless execution engine to support multiple fog layers, and an offloading mechanism based on service and person computing priorities. CONCLUSIONS: This article details the rationale behind these topics, describing VitalSense use cases for disruptive healthcare services and preliminary insights regarding prototype evaluation.
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spelling pubmed-101398342023-04-28 Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud Rodrigues, Vinicius Facco da Rosa Righi, Rodrigo da Costa, Cristiano André Zeiser, Felipe André Eskofier, Bjoern Maier, Andreas Kim, Daeyoung Health Technol (Berl) Original Paper PURPOSE: Smart cities that support the execution of health services are more and more in evidence today. Here, it is mainstream to use IoT-based vital sign data to serve a multi-tier architecture. The state-of-the-art proposes the combination of edge, fog, and cloud computing to support critical health applications efficiently. However, to the best of our knowledge, initiatives typically present the architectures, not bringing adaptation and execution optimizations to address health demands fully. METHODS: This article introduces the VitalSense model, which provides a hierarchical multi-tier remote health monitoring architecture in smart cities by combining edge, fog, and cloud computing. RESULTS: Although using a traditional composition, our contributions appear in handling each infrastructure level. We explore adaptive data compression and homomorphic encryption at the edge, a multi-tier notification mechanism, low latency health traceability with data sharding, a Serverless execution engine to support multiple fog layers, and an offloading mechanism based on service and person computing priorities. CONCLUSIONS: This article details the rationale behind these topics, describing VitalSense use cases for disruptive healthcare services and preliminary insights regarding prototype evaluation. Springer Berlin Heidelberg 2023-04-27 2023 /pmc/articles/PMC10139834/ /pubmed/37303980 http://dx.doi.org/10.1007/s12553-023-00753-3 Text en © The Author(s) under exclusive licence to International Union for Physical and Engineering Sciences in Medicine (IUPESM) 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Paper
Rodrigues, Vinicius Facco
da Rosa Righi, Rodrigo
da Costa, Cristiano André
Zeiser, Felipe André
Eskofier, Bjoern
Maier, Andreas
Kim, Daeyoung
Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud
title Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud
title_full Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud
title_fullStr Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud
title_full_unstemmed Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud
title_short Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud
title_sort digital health in smart cities: rethinking the remote health monitoring architecture on combining edge, fog, and cloud
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10139834/
https://www.ncbi.nlm.nih.gov/pubmed/37303980
http://dx.doi.org/10.1007/s12553-023-00753-3
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