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IoT Workload Emulation for Data Centers

The Internet of Things (IoT) domain has been one of the fastest growing areas in the computer industry for the last few years. Consequently, IoT applications are becoming the dominant work load for many data centers. This has implications for the designers of data centers, as they need to meet their...

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Detalles Bibliográficos
Autores principales: Batz, Thomas, Herzog, Reinhard, Summers, Jon, Watson, Kym
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10445864/
https://www.ncbi.nlm.nih.gov/pubmed/37645176
http://dx.doi.org/10.12688/openreseurope.13079.1
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author Batz, Thomas
Herzog, Reinhard
Summers, Jon
Watson, Kym
author_facet Batz, Thomas
Herzog, Reinhard
Summers, Jon
Watson, Kym
author_sort Batz, Thomas
collection PubMed
description The Internet of Things (IoT) domain has been one of the fastest growing areas in the computer industry for the last few years. Consequently, IoT applications are becoming the dominant work load for many data centers. This has implications for the designers of data centers, as they need to meet their customers' requirements. Since it is not easy to use real applications for the design and test of data center setups, a tool is required to emulate real applications but is easy to configure, scale and deploy in a data center. This paper will introduce a simple but generic way to model the work load of typical IoT applications, in order to have a realistic and reproducible way to emulate IT loads for data centers. IoT application designers are in the process of harmonizing their approaches on how architectures should look, which building blocks are needed, and how they should interwork. While all IoT subdomains are diverse when it comes to the details, the architectural blueprints are becoming more and more aligned. These blueprints are called reference architectures and incorporate similar patterns for the underlying application primitives. This paper will introduce an approach to decompose IoT applications into such application primitives, and use them to emulate a workload as it would be created by the modeled application. The paper concludes with an example application of the IoT Workload Emulation in the BodenTypeDC experiment, where new cooling approaches for data centers have been tested under realistic work load conditions.
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spelling pubmed-104458642023-08-29 IoT Workload Emulation for Data Centers Batz, Thomas Herzog, Reinhard Summers, Jon Watson, Kym Open Res Eur Software Tool Article The Internet of Things (IoT) domain has been one of the fastest growing areas in the computer industry for the last few years. Consequently, IoT applications are becoming the dominant work load for many data centers. This has implications for the designers of data centers, as they need to meet their customers' requirements. Since it is not easy to use real applications for the design and test of data center setups, a tool is required to emulate real applications but is easy to configure, scale and deploy in a data center. This paper will introduce a simple but generic way to model the work load of typical IoT applications, in order to have a realistic and reproducible way to emulate IT loads for data centers. IoT application designers are in the process of harmonizing their approaches on how architectures should look, which building blocks are needed, and how they should interwork. While all IoT subdomains are diverse when it comes to the details, the architectural blueprints are becoming more and more aligned. These blueprints are called reference architectures and incorporate similar patterns for the underlying application primitives. This paper will introduce an approach to decompose IoT applications into such application primitives, and use them to emulate a workload as it would be created by the modeled application. The paper concludes with an example application of the IoT Workload Emulation in the BodenTypeDC experiment, where new cooling approaches for data centers have been tested under realistic work load conditions. F1000 Research Limited 2021-03-24 /pmc/articles/PMC10445864/ /pubmed/37645176 http://dx.doi.org/10.12688/openreseurope.13079.1 Text en Copyright: © 2021 Batz T et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Software Tool Article
Batz, Thomas
Herzog, Reinhard
Summers, Jon
Watson, Kym
IoT Workload Emulation for Data Centers
title IoT Workload Emulation for Data Centers
title_full IoT Workload Emulation for Data Centers
title_fullStr IoT Workload Emulation for Data Centers
title_full_unstemmed IoT Workload Emulation for Data Centers
title_short IoT Workload Emulation for Data Centers
title_sort iot workload emulation for data centers
topic Software Tool Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10445864/
https://www.ncbi.nlm.nih.gov/pubmed/37645176
http://dx.doi.org/10.12688/openreseurope.13079.1
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