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Simulating IoT Workflows in DISSECT-CF-Fog

The modelling of IoT applications utilising the resources of cloud and fog computing is not straightforward because they have to support various trigger-based events that make human life easier. The sequence of tasks, such as performing a service call, receiving a data packet in the form of a messag...

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Autores principales: Markus, Andras, Al-Haboobi, Ali, Kecskemeti, Gabor, Kertesz, Attila
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9919185/
https://www.ncbi.nlm.nih.gov/pubmed/36772335
http://dx.doi.org/10.3390/s23031294
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author Markus, Andras
Al-Haboobi, Ali
Kecskemeti, Gabor
Kertesz, Attila
author_facet Markus, Andras
Al-Haboobi, Ali
Kecskemeti, Gabor
Kertesz, Attila
author_sort Markus, Andras
collection PubMed
description The modelling of IoT applications utilising the resources of cloud and fog computing is not straightforward because they have to support various trigger-based events that make human life easier. The sequence of tasks, such as performing a service call, receiving a data packet in the form of a message sent by an IoT device, and managing actuators or executing a computational task on a virtual machine, are often associated with and composed of IoT workflows. The development and deployment of such IoT workflows and their management systems in real life, including communication and network operations, can be complicated due to high operation costs and access limitations. Therefore, simulation solutions are often applied for such purposes. In this paper, we introduce a novel simulator extension of the DISSECT-CF-Fog simulator that leverages the workflow scheduling and its execution capabilities to model real-life IoT use cases. We also show that state-of-the-art simulators typically omit the IoT factor in the case of the scientific workflow evaluation. Therefore, we present a scalability study focusing on scientific workflows and on the interoperability of scientific and IoT workflows in DISSECT-CF-Fog.
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spelling pubmed-99191852023-02-12 Simulating IoT Workflows in DISSECT-CF-Fog Markus, Andras Al-Haboobi, Ali Kecskemeti, Gabor Kertesz, Attila Sensors (Basel) Article The modelling of IoT applications utilising the resources of cloud and fog computing is not straightforward because they have to support various trigger-based events that make human life easier. The sequence of tasks, such as performing a service call, receiving a data packet in the form of a message sent by an IoT device, and managing actuators or executing a computational task on a virtual machine, are often associated with and composed of IoT workflows. The development and deployment of such IoT workflows and their management systems in real life, including communication and network operations, can be complicated due to high operation costs and access limitations. Therefore, simulation solutions are often applied for such purposes. In this paper, we introduce a novel simulator extension of the DISSECT-CF-Fog simulator that leverages the workflow scheduling and its execution capabilities to model real-life IoT use cases. We also show that state-of-the-art simulators typically omit the IoT factor in the case of the scientific workflow evaluation. Therefore, we present a scalability study focusing on scientific workflows and on the interoperability of scientific and IoT workflows in DISSECT-CF-Fog. MDPI 2023-01-23 /pmc/articles/PMC9919185/ /pubmed/36772335 http://dx.doi.org/10.3390/s23031294 Text en © 2023 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
Markus, Andras
Al-Haboobi, Ali
Kecskemeti, Gabor
Kertesz, Attila
Simulating IoT Workflows in DISSECT-CF-Fog
title Simulating IoT Workflows in DISSECT-CF-Fog
title_full Simulating IoT Workflows in DISSECT-CF-Fog
title_fullStr Simulating IoT Workflows in DISSECT-CF-Fog
title_full_unstemmed Simulating IoT Workflows in DISSECT-CF-Fog
title_short Simulating IoT Workflows in DISSECT-CF-Fog
title_sort simulating iot workflows in dissect-cf-fog
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9919185/
https://www.ncbi.nlm.nih.gov/pubmed/36772335
http://dx.doi.org/10.3390/s23031294
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