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Modeling of a Generic Edge Computing Application Design
Edge computing applications leverage advances in edge computing along with the latest trends of convolutional neural networks in order to achieve ultra-low latency, high-speed processing, low-power consumptions scenarios, which are necessary for deploying real-time Internet of Things deployments eff...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8587040/ https://www.ncbi.nlm.nih.gov/pubmed/34770582 http://dx.doi.org/10.3390/s21217276 |
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author | Roig, Pedro Juan Alcaraz, Salvador Gilly, Katja Bernad, Cristina Juiz, Carlos |
author_facet | Roig, Pedro Juan Alcaraz, Salvador Gilly, Katja Bernad, Cristina Juiz, Carlos |
author_sort | Roig, Pedro Juan |
collection | PubMed |
description | Edge computing applications leverage advances in edge computing along with the latest trends of convolutional neural networks in order to achieve ultra-low latency, high-speed processing, low-power consumptions scenarios, which are necessary for deploying real-time Internet of Things deployments efficiently. As the importance of such scenarios is growing by the day, we propose to undertake two different kind of models, such as an algebraic models, with a process algebra called ACP and a coding model with a modeling language called Promela. Both approaches have been used to build models considering an edge infrastructure with a cloud backup, which has been further extended with the addition of extra fog nodes, and after having applied the proper verification techniques, they have all been duly verified. Specifically, a generic edge computing design has been specified in an algebraic manner with ACP, being followed by its corresponding algebraic verification, whereas it has also been specified by means of Promela code, which has been verified by means of the model checker Spin. |
format | Online Article Text |
id | pubmed-8587040 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-85870402021-11-13 Modeling of a Generic Edge Computing Application Design Roig, Pedro Juan Alcaraz, Salvador Gilly, Katja Bernad, Cristina Juiz, Carlos Sensors (Basel) Article Edge computing applications leverage advances in edge computing along with the latest trends of convolutional neural networks in order to achieve ultra-low latency, high-speed processing, low-power consumptions scenarios, which are necessary for deploying real-time Internet of Things deployments efficiently. As the importance of such scenarios is growing by the day, we propose to undertake two different kind of models, such as an algebraic models, with a process algebra called ACP and a coding model with a modeling language called Promela. Both approaches have been used to build models considering an edge infrastructure with a cloud backup, which has been further extended with the addition of extra fog nodes, and after having applied the proper verification techniques, they have all been duly verified. Specifically, a generic edge computing design has been specified in an algebraic manner with ACP, being followed by its corresponding algebraic verification, whereas it has also been specified by means of Promela code, which has been verified by means of the model checker Spin. MDPI 2021-11-01 /pmc/articles/PMC8587040/ /pubmed/34770582 http://dx.doi.org/10.3390/s21217276 Text en © 2021 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 | Article Roig, Pedro Juan Alcaraz, Salvador Gilly, Katja Bernad, Cristina Juiz, Carlos Modeling of a Generic Edge Computing Application Design |
title | Modeling of a Generic Edge Computing Application Design |
title_full | Modeling of a Generic Edge Computing Application Design |
title_fullStr | Modeling of a Generic Edge Computing Application Design |
title_full_unstemmed | Modeling of a Generic Edge Computing Application Design |
title_short | Modeling of a Generic Edge Computing Application Design |
title_sort | modeling of a generic edge computing application design |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8587040/ https://www.ncbi.nlm.nih.gov/pubmed/34770582 http://dx.doi.org/10.3390/s21217276 |
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