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Microservice-Oriented Platform for Internet of Big Data Analytics: A Proof of Concept

The ubiquitous Internet of Things (IoT) devices nowadays are generating various and numerous data from everywhere at any time. Since it is not always necessary to centralize and analyze IoT data cumulatively (e.g., the Monte Carlo analytics and Convergence analytics demonstrated in this article), th...

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Autores principales: Li, Zheng, Seco, Diego, Sánchez Rodríguez, Alexis Eloy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427148/
https://www.ncbi.nlm.nih.gov/pubmed/30845687
http://dx.doi.org/10.3390/s19051134
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author Li, Zheng
Seco, Diego
Sánchez Rodríguez, Alexis Eloy
author_facet Li, Zheng
Seco, Diego
Sánchez Rodríguez, Alexis Eloy
author_sort Li, Zheng
collection PubMed
description The ubiquitous Internet of Things (IoT) devices nowadays are generating various and numerous data from everywhere at any time. Since it is not always necessary to centralize and analyze IoT data cumulatively (e.g., the Monte Carlo analytics and Convergence analytics demonstrated in this article), the traditional implementations of big data analytics (BDA) will suffer from unnecessary and expensive data transmissions as a result of the tight coupling between computing resource management and data processing logics. Inspired by software-defined infrastructure (SDI), we propose the “microservice-oriented platform” to break the environmental monolith and further decouple data processing logics from their underlying resource management in order to facilitate BDA implementations in the IoT environment (which we name “IoBDA”). Given predesigned standard microservices with respect to specific data processing logics, the proposed platform is expected to largely reduce the complexity in and relieve inexperienced practices of IoBDA implementations. The potential contributions to the relevant communities include (1) new theories of a microservice-oriented platform on top of SDI and (2) a functional microservice-oriented platform for IoBDA with a group of predesigned microservices.
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spelling pubmed-64271482019-04-15 Microservice-Oriented Platform for Internet of Big Data Analytics: A Proof of Concept Li, Zheng Seco, Diego Sánchez Rodríguez, Alexis Eloy Sensors (Basel) Article The ubiquitous Internet of Things (IoT) devices nowadays are generating various and numerous data from everywhere at any time. Since it is not always necessary to centralize and analyze IoT data cumulatively (e.g., the Monte Carlo analytics and Convergence analytics demonstrated in this article), the traditional implementations of big data analytics (BDA) will suffer from unnecessary and expensive data transmissions as a result of the tight coupling between computing resource management and data processing logics. Inspired by software-defined infrastructure (SDI), we propose the “microservice-oriented platform” to break the environmental monolith and further decouple data processing logics from their underlying resource management in order to facilitate BDA implementations in the IoT environment (which we name “IoBDA”). Given predesigned standard microservices with respect to specific data processing logics, the proposed platform is expected to largely reduce the complexity in and relieve inexperienced practices of IoBDA implementations. The potential contributions to the relevant communities include (1) new theories of a microservice-oriented platform on top of SDI and (2) a functional microservice-oriented platform for IoBDA with a group of predesigned microservices. MDPI 2019-03-06 /pmc/articles/PMC6427148/ /pubmed/30845687 http://dx.doi.org/10.3390/s19051134 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Li, Zheng
Seco, Diego
Sánchez Rodríguez, Alexis Eloy
Microservice-Oriented Platform for Internet of Big Data Analytics: A Proof of Concept
title Microservice-Oriented Platform for Internet of Big Data Analytics: A Proof of Concept
title_full Microservice-Oriented Platform for Internet of Big Data Analytics: A Proof of Concept
title_fullStr Microservice-Oriented Platform for Internet of Big Data Analytics: A Proof of Concept
title_full_unstemmed Microservice-Oriented Platform for Internet of Big Data Analytics: A Proof of Concept
title_short Microservice-Oriented Platform for Internet of Big Data Analytics: A Proof of Concept
title_sort microservice-oriented platform for internet of big data analytics: a proof of concept
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427148/
https://www.ncbi.nlm.nih.gov/pubmed/30845687
http://dx.doi.org/10.3390/s19051134
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