Telemonitoring System for Infectious Disease Prediction in Elderly People Based on a Novel Microservice Architecture

This article describes the design, development and implementation of a set of microservices based on an architecture that enables detection and assisted clinical diagnosis within the field of infectious diseases of elderly patients, via a telemonitoring system. The proposed system is designed to con...

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Published inIEEE access Vol. 8; pp. 118340 - 118354
Main Authors Calderon-Gomez, Huriviades, Mendoza-Pitti, Luis, Vargas-Lombardo, Miguel, Gomez-Pulido, Jose Manuel, Castillo-Sequera, Jose Luis, Sanz-Moreno, Jose, Sencion, Gloria
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Algorithms
Artificial intelligence
Biosensors
Cloud computing
Computer architecture
Computer networks
Diagnosis
Distributed processing
e-health
elderly people
Hospitals
Infectious diseases
Machine learning
microservice architecture
microservices
Older people
Remote monitoring
Senior citizens
Technological innovation
Telemedicine
telemonitoring
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Abstract This article describes the design, development and implementation of a set of microservices based on an architecture that enables detection and assisted clinical diagnosis within the field of infectious diseases of elderly patients, via a telemonitoring system. The proposed system is designed to continuously update a medical database fed with vital signs from biosensor kits applied by nurses to elderly people on a daily basis. The database is hosted in the cloud and is managed by a flexible microservices software architecture. The computational paradigms of the edge and the cloud were used in the implementation of a hybrid cloud architecture in order to support versatile high-performance applications under the microservices pattern for the pre-diagnosis of infectious diseases in elderly patients. The results of an analysis of the usability of the equipment, the performance of the architecture and the service concept show that the proposed e-health system is feasible and innovative. The system components are also selected to give a cost-effective implementation for people living in disadvantaged areas. The proposed e-health system is also suitable for distributed computing, big data and NoSQL structures, thus allowing the immediate application of machine learning and AI algorithms to discover knowledge patterns from the overall population.
AbstractList This article describes the design, development and implementation of a set of microservices based on an architecture that enables detection and assisted clinical diagnosis within the field of infectious diseases of elderly patients, via a telemonitoring system. The proposed system is designed to continuously update a medical database fed with vital signs from biosensor kits applied by nurses to elderly people on a daily basis. The database is hosted in the cloud and is managed by a flexible microservices software architecture. The computational paradigms of the edge and the cloud were used in the implementation of a hybrid cloud architecture in order to support versatile high-performance applications under the microservices pattern for the pre-diagnosis of infectious diseases in elderly patients. The results of an analysis of the usability of the equipment, the performance of the architecture and the service concept show that the proposed e-health system is feasible and innovative. The system components are also selected to give a cost-effective implementation for people living in disadvantaged areas. The proposed e-health system is also suitable for distributed computing, big data and NoSQL structures, thus allowing the immediate application of machine learning and AI algorithms to discover knowledge patterns from the overall population.
Author Calderon-Gomez, Huriviades
Sanz-Moreno, Jose
Vargas-Lombardo, Miguel
Mendoza-Pitti, Luis
Gomez-Pulido, Jose Manuel
Castillo-Sequera, Jose Luis
Sencion, Gloria
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Snippet This article describes the design, development and implementation of a set of microservices based on an architecture that enables detection and assisted...
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SubjectTerms Algorithms
Artificial intelligence
Biosensors
Cloud computing
Computer architecture
Computer networks
Diagnosis
Distributed processing
e-health
elderly people
Hospitals
Infectious diseases
Machine learning
microservice architecture
microservices
Older people
Remote monitoring
Senior citizens
Technological innovation
Telemedicine
telemonitoring
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Title Telemonitoring System for Infectious Disease Prediction in Elderly People Based on a Novel Microservice Architecture
URI https://ieeexplore.ieee.org/document/9127930
https://www.proquest.com/docview/2454615477
https://doaj.org/article/93cf2866d9a34eb5a1582f78dec62143
Volume 8
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