Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation

Detalhes bibliográficos
Autor(a) principal: Dotta, João Pedro Bach
Data de Publicação: 2024
Outros Autores: Galante, Guilherme, Oyamada, Marcio Seiji
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Acta scientiarum. Technology (Online)
Texto Completo: http://www.periodicos.uem.br/ojs/index.php/ActaSciTechnol/article/view/65769
Resumo: IoT systems have limitations and challenges in many ways, such as performance, energy consumption, memory footprint and data storage. One possible solution to minimize these limitations is to integrate IoT devices with the serverless cloud computing model. In this context, this work aims to analyze the integration of these two technologies to determine if it can help overcome the limitations of IoT devices, most notably energy consumption and performance. A face detection application was adapted to run on an IoT device and the AWS Serverless Lambda service. Through experimentation, some metrics like latency, execution time and energy consumption were collected to evaluate the impact of serverless technology on the scope of IoT systems development. Results show that serverless technology is superior to the IoT device used in terms of performance, but it is directly related to the quality of the network connection to which the device is connected. Serverless technology can also be very useful when power supply to an IoT device is an issue, as these devices are usually battery-connected and have limited power source.
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spelling Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation IoT; serverless; energy consumption; network performance.IoT; serverless; energy consumption; network performance.IoT systems have limitations and challenges in many ways, such as performance, energy consumption, memory footprint and data storage. One possible solution to minimize these limitations is to integrate IoT devices with the serverless cloud computing model. In this context, this work aims to analyze the integration of these two technologies to determine if it can help overcome the limitations of IoT devices, most notably energy consumption and performance. A face detection application was adapted to run on an IoT device and the AWS Serverless Lambda service. Through experimentation, some metrics like latency, execution time and energy consumption were collected to evaluate the impact of serverless technology on the scope of IoT systems development. Results show that serverless technology is superior to the IoT device used in terms of performance, but it is directly related to the quality of the network connection to which the device is connected. Serverless technology can also be very useful when power supply to an IoT device is an issue, as these devices are usually battery-connected and have limited power source.IoT systems have limitations and challenges in many ways, such as performance, energy consumption, memory footprint and data storage. One possible solution to minimize these limitations is to integrate IoT devices with the serverless cloud computing model. In this context, this work aims to analyze the integration of these two technologies to determine if it can help overcome the limitations of IoT devices, most notably energy consumption and performance. A face detection application was adapted to run on an IoT device and the AWS Serverless Lambda service. Through experimentation, some metrics like latency, execution time and energy consumption were collected to evaluate the impact of serverless technology on the scope of IoT systems development. Results show that serverless technology is superior to the IoT device used in terms of performance, but it is directly related to the quality of the network connection to which the device is connected. Serverless technology can also be very useful when power supply to an IoT device is an issue, as these devices are usually battery-connected and have limited power source.Universidade Estadual De Maringá2024-04-17info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://www.periodicos.uem.br/ojs/index.php/ActaSciTechnol/article/view/6576910.4025/actascitechnol.v46i1.65769Acta Scientiarum. Technology; Vol 46 No 1 (2024): Em proceso; e65769Acta Scientiarum. Technology; v. 46 n. 1 (2024): Publicação contínua; e657691806-25631807-8664reponame:Acta scientiarum. Technology (Online)instname:Universidade Estadual de Maringá (UEM)instacron:UEMenghttp://www.periodicos.uem.br/ojs/index.php/ActaSciTechnol/article/view/65769/751375157428Copyright (c) 2024 Acta Scientiarum. Technologyhttp://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessDotta, João Pedro Bach Galante, GuilhermeOyamada, Marcio Seiji 2024-04-17T11:31:28Zoai:periodicos.uem.br/ojs:article/65769Revistahttps://www.periodicos.uem.br/ojs/index.php/ActaSciTechnol/indexPUBhttps://www.periodicos.uem.br/ojs/index.php/ActaSciTechnol/oai||actatech@uem.br1807-86641806-2563opendoar:2024-04-17T11:31:28Acta scientiarum. Technology (Online) - Universidade Estadual de Maringá (UEM)false
dc.title.none.fl_str_mv Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
title Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
spellingShingle Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
Dotta, João Pedro Bach
IoT; serverless; energy consumption; network performance.
IoT; serverless; energy consumption; network performance.
title_short Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
title_full Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
title_fullStr Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
title_full_unstemmed Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
title_sort Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
author Dotta, João Pedro Bach
author_facet Dotta, João Pedro Bach
Galante, Guilherme
Oyamada, Marcio Seiji
author_role author
author2 Galante, Guilherme
Oyamada, Marcio Seiji
author2_role author
author
dc.contributor.author.fl_str_mv Dotta, João Pedro Bach
Galante, Guilherme
Oyamada, Marcio Seiji
dc.subject.por.fl_str_mv IoT; serverless; energy consumption; network performance.
IoT; serverless; energy consumption; network performance.
topic IoT; serverless; energy consumption; network performance.
IoT; serverless; energy consumption; network performance.
description IoT systems have limitations and challenges in many ways, such as performance, energy consumption, memory footprint and data storage. One possible solution to minimize these limitations is to integrate IoT devices with the serverless cloud computing model. In this context, this work aims to analyze the integration of these two technologies to determine if it can help overcome the limitations of IoT devices, most notably energy consumption and performance. A face detection application was adapted to run on an IoT device and the AWS Serverless Lambda service. Through experimentation, some metrics like latency, execution time and energy consumption were collected to evaluate the impact of serverless technology on the scope of IoT systems development. Results show that serverless technology is superior to the IoT device used in terms of performance, but it is directly related to the quality of the network connection to which the device is connected. Serverless technology can also be very useful when power supply to an IoT device is an issue, as these devices are usually battery-connected and have limited power source.
publishDate 2024
dc.date.none.fl_str_mv 2024-04-17
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://www.periodicos.uem.br/ojs/index.php/ActaSciTechnol/article/view/65769
10.4025/actascitechnol.v46i1.65769
url http://www.periodicos.uem.br/ojs/index.php/ActaSciTechnol/article/view/65769
identifier_str_mv 10.4025/actascitechnol.v46i1.65769
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv http://www.periodicos.uem.br/ojs/index.php/ActaSciTechnol/article/view/65769/751375157428
dc.rights.driver.fl_str_mv Copyright (c) 2024 Acta Scientiarum. Technology
http://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2024 Acta Scientiarum. Technology
http://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Estadual De Maringá
publisher.none.fl_str_mv Universidade Estadual De Maringá
dc.source.none.fl_str_mv Acta Scientiarum. Technology; Vol 46 No 1 (2024): Em proceso; e65769
Acta Scientiarum. Technology; v. 46 n. 1 (2024): Publicação contínua; e65769
1806-2563
1807-8664
reponame:Acta scientiarum. Technology (Online)
instname:Universidade Estadual de Maringá (UEM)
instacron:UEM
instname_str Universidade Estadual de Maringá (UEM)
instacron_str UEM
institution UEM
reponame_str Acta scientiarum. Technology (Online)
collection Acta scientiarum. Technology (Online)
repository.name.fl_str_mv Acta scientiarum. Technology (Online) - Universidade Estadual de Maringá (UEM)
repository.mail.fl_str_mv ||actatech@uem.br
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