Extending the Capacity of IoT Devices with Serverless Services for a Face Detection Application: A practical evaluation
Autor(a) principal: | |
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Data de Publicação: | 2024 |
Outros Autores: | , |
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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Acta scientiarum. Technology (Online) |
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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 |
_version_ |
1799315338382278656 |