An enhanced multi-protocol middleware solution for internet of things

Detalhes bibliográficos
Autor(a) principal: Cruz, Mauro Alexandre Amaro da
Data de Publicação: 2021
Tipo de documento: Tese
Idioma: por
Título da fonte: Biblioteca Digital de Teses e Dissertações da INATEL
Texto Completo: https://tede.inatel.br:8080/tede/handle/tede/231
Resumo: In Internet of Things (IoT), data is handled and stored by software known as middleware (located on a server). The evolution of the IoT concept led to the construction of many IoT middleware, software that plays a key role since it supports the communication among devices, users, and applications. Several aspects can impact the performance of a middleware. Based in a deep review of the related literature and in the proposal of a Reference Model for IoT middleware, this thesis proposes a new IoT middleware, called In.IoT, a scalable, secure, and innovative middleware solution based on a deep review of the state of the art and following the reference middleware architecture that was proposed along with this research work. In.IoT addresses the middleware concerns of the most popular solutions (security, usability, and performance) that were evaluated, demonstrated, and validated along this study, and it is ready and available for use. In.IoT architectural recommendations and requirements are detailed and can be replicated by new and available solutions. It supports the most popular application-layer protocols (MQTT, CoAP, and HTTP). Its performance is evaluated in comparison with the most promising solutions available in the literature and the results obtained by the proposed solution are extremely promising. Furthermore, this thesis studies the impact of the underlying programming language in the solution's overall performance through a performance evaluation study that included Java, Python, and Javascript, identifying that globally, Java demonstrates to be the most robust choice for IoT middleware. IoT devices communicate with the middleware through an application layer protocol that may differ from those supported by the middleware, especially when it is considered that households will have various devices from different brands. The thesis offers an alternative for such cases, proposing an application layer gateway, called MiddleBridge. MiddleBridge translates CoAP, MQTT, DDS, and Websockets messages into HTTP (HTTP is supported by most IoT middleware). With MiddleBridge, devices can send a smaller message to an intermediary (MiddleBridge), which restructures it and forwards it to a middleware, reducing the time that a device spends transmitting. The proposed solutions were evaluated in comparison with other similar solutions available in the literature, considering the metrics related to packet size, response times, requests per second, and error percentage, demonstrating their better results and tremendous potential. Furthermore, the study used XGBoost (a machine learning technique) to detect the occurrence of replication attacks where an attacker obtains device credentials, using it to generate false data and disturb the IoT environment. The obtained results are extremely promising. Thus, it is concluded that the proposed approach contributes towards the state of the art of IoT middleware solutions.
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spelling Mafra, Samuel Baraldi056.666.329-57http://lattes.cnpq.br/9492423249629649Rodrigues, Joel Jos?? Puga Coelho621.466.243-37http://lattes.cnpq.br/2907270080464933Mafra, Daniel< Baraldi9492423249629649http://lattes.cnpq.br/9492423249629649Rodrigues, Joel Jos?? Puga Coelho5050313480683695http://lattes.cnpq.br/5050313480683695Mafra, Samuel Baraldi056.666.329-57http://lattes.cnpq.br/9492423249629649Rodrigues, Joel Jos?? Puga Coelho5050313480683695http://lattes.cnpq.br/5050313480683695Lorenz, Pascal5157301766016482http://lattes.cnpq.br/5157301766016482Othman, Jalel BemPinheiro, Pl??cido Rog??rio2546837031616846http://lattes.cnpq.br/25468370316168461881693830472945http://lattes.cnpq.br/1881693830472945Cruz, Mauro Alexandre Amaro da2022-05-02T19:52:47Z2021-11-08Cruz, Mauro Alexandre Amaro da. An enhanced multi-protocol middleware solution for internet of things. 2021. [181fls.]. Tese( Mestrado em Engenharia de Telecomunica????es) - Instituto Nacional de Telecomunica????es, [Santa Rita do Sapuca?? - MG ] .https://tede.inatel.br:8080/tede/handle/tede/231In Internet of Things (IoT), data is handled and stored by software known as middleware (located on a server). The evolution of the IoT concept led to the construction of many IoT middleware, software that plays a key role since it supports the communication among devices, users, and applications. Several aspects can impact the performance of a middleware. Based in a deep review of the related literature and in the proposal of a Reference Model for IoT middleware, this thesis proposes a new IoT middleware, called In.IoT, a scalable, secure, and innovative middleware solution based on a deep review of the state of the art and following the reference middleware architecture that was proposed along with this research work. In.IoT addresses the middleware concerns of the most popular solutions (security, usability, and performance) that were evaluated, demonstrated, and validated along this study, and it is ready and available for use. In.IoT architectural recommendations and requirements are detailed and can be replicated by new and available solutions. It supports the most popular application-layer protocols (MQTT, CoAP, and HTTP). Its performance is evaluated in comparison with the most promising solutions available in the literature and the results obtained by the proposed solution are extremely promising. Furthermore, this thesis studies the impact of the underlying programming language in the solution's overall performance through a performance evaluation study that included Java, Python, and Javascript, identifying that globally, Java demonstrates to be the most robust choice for IoT middleware. IoT devices communicate with the middleware through an application layer protocol that may differ from those supported by the middleware, especially when it is considered that households will have various devices from different brands. The thesis offers an alternative for such cases, proposing an application layer gateway, called MiddleBridge. MiddleBridge translates CoAP, MQTT, DDS, and Websockets messages into HTTP (HTTP is supported by most IoT middleware). With MiddleBridge, devices can send a smaller message to an intermediary (MiddleBridge), which restructures it and forwards it to a middleware, reducing the time that a device spends transmitting. The proposed solutions were evaluated in comparison with other similar solutions available in the literature, considering the metrics related to packet size, response times, requests per second, and error percentage, demonstrating their better results and tremendous potential. Furthermore, the study used XGBoost (a machine learning technique) to detect the occurrence of replication attacks where an attacker obtains device credentials, using it to generate false data and disturb the IoT environment. The obtained results are extremely promising. Thus, it is concluded that the proposed approach contributes towards the state of the art of IoT middleware solutions.In Internet of Things (IoT), data is handled and stored by software known as middleware (located on a server). The evolution of the IoT concept led to the construction of many IoT middleware, software that plays a key role since it supports the communication among devices, users, and applications. Several aspects can impact the performance of a middleware. Based in a deep review of the related literature and in the proposal of a Reference Model for IoT middleware, this thesis proposes a new IoT middleware, called In.IoT, a scalable, secure, and innovative middleware solution based on a deep review of the state of the art and following the reference middleware architecture that was proposed along with this research work. In.IoT addresses the middleware concerns of the most popular solutions (security, usability, and performance) that were evaluated, demonstrated, and validated along this study, and it is ready and available for use. In.IoT architectural recommendations and requirements are detailed and can be replicated by new and available solutions. It supports the most popular application-layer protocols (MQTT, CoAP, and HTTP). Its performance is evaluated in comparison with the most promising solutions available in the literature and the results obtained by the proposed solution are extremely promising. Furthermore, this thesis studies the impact of the underlying programming language in the solution's overall performance through a performance evaluation study that included Java, Python, and Javascript, identifying that globally, Java demonstrates to be the most robust choice for IoT middleware. IoT devices communicate with the middleware through an application layer protocol that may differ from those supported by the middleware, especially when it is considered that households will have various devices from different brands. The thesis offers an alternative for such cases, proposing an application layer gateway, called MiddleBridge. MiddleBridge translates CoAP, MQTT, DDS, and Websockets messages into HTTP (HTTP is supported by most IoT middleware). With MiddleBridge, devices can send a smaller message to an intermediary (MiddleBridge), which restructures it and forwards it to a middleware, reducing the time that a device spends transmitting. The proposed solutions were evaluated in comparison with other similar solutions available in the literature, considering the metrics related to packet size, response times, requests per second, and error percentage, demonstrating their better results and tremendous potential. Furthermore, the study used XGBoost (a machine learning technique) to detect the occurrence of replication attacks where an attacker obtains device credentials, using it to generate false data and disturb the IoT environment. The obtained results are extremely promising. Thus, it is concluded that the proposed approach contributes towards the state of the art of IoT middleware solutions.Submitted by Tede Dspace (tede@inatel.br) on 2022-05-02T19:52:00Z No. of bitstreams: 1 Mauro Alexandre Amaro da Cruz.pdf: 4251271 bytes, checksum: e598df8c3ac1392e6b45c883a4546711 (MD5)Made available in DSpace on 2022-05-02T19:52:47Z (GMT). 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dc.title.por.fl_str_mv An enhanced multi-protocol middleware solution for internet of things
title An enhanced multi-protocol middleware solution for internet of things
spellingShingle An enhanced multi-protocol middleware solution for internet of things
Cruz, Mauro Alexandre Amaro da
Internet of Things; IoT; IoT Architecture; Middleware; Reference Model; Platform; CoAP; MQTT; HTTP; In.IoT; Performance Evaluation; Bridge; Gateway; Application.
Engenharia - Telecomunica????es
title_short An enhanced multi-protocol middleware solution for internet of things
title_full An enhanced multi-protocol middleware solution for internet of things
title_fullStr An enhanced multi-protocol middleware solution for internet of things
title_full_unstemmed An enhanced multi-protocol middleware solution for internet of things
title_sort An enhanced multi-protocol middleware solution for internet of things
author Cruz, Mauro Alexandre Amaro da
author_facet Cruz, Mauro Alexandre Amaro da
author_role author
dc.contributor.advisor2ID.por.fl_str_mv 621.466.243-37
dc.contributor.advisor1.fl_str_mv Mafra, Samuel Baraldi
dc.contributor.advisor1ID.fl_str_mv 056.666.329-57
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/9492423249629649
dc.contributor.advisor2.fl_str_mv Rodrigues, Joel Jos?? Puga Coelho
dc.contributor.advisor2Lattes.fl_str_mv http://lattes.cnpq.br/2907270080464933
dc.contributor.advisor-co1.fl_str_mv Mafra, Daniel< Baraldi
dc.contributor.advisor-co1ID.fl_str_mv 9492423249629649
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/9492423249629649
dc.contributor.advisor-co2.fl_str_mv Rodrigues, Joel Jos?? Puga Coelho
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dc.contributor.referee1.fl_str_mv Mafra, Samuel Baraldi
dc.contributor.referee1ID.fl_str_mv 056.666.329-57
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/9492423249629649
dc.contributor.referee2.fl_str_mv Rodrigues, Joel Jos?? Puga Coelho
dc.contributor.referee2ID.fl_str_mv 5050313480683695
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/5050313480683695
dc.contributor.referee3.fl_str_mv Lorenz, Pascal
dc.contributor.referee3ID.fl_str_mv 5157301766016482
dc.contributor.referee3Lattes.fl_str_mv http://lattes.cnpq.br/5157301766016482
dc.contributor.referee4.fl_str_mv Othman, Jalel Bem
dc.contributor.referee5.fl_str_mv Pinheiro, Pl??cido Rog??rio
dc.contributor.referee5ID.fl_str_mv 2546837031616846
dc.contributor.referee5Lattes.fl_str_mv http://lattes.cnpq.br/2546837031616846
dc.contributor.authorID.fl_str_mv 1881693830472945
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/1881693830472945
dc.contributor.author.fl_str_mv Cruz, Mauro Alexandre Amaro da
contributor_str_mv Mafra, Samuel Baraldi
Rodrigues, Joel Jos?? Puga Coelho
Mafra, Daniel< Baraldi
Rodrigues, Joel Jos?? Puga Coelho
Mafra, Samuel Baraldi
Rodrigues, Joel Jos?? Puga Coelho
Lorenz, Pascal
Othman, Jalel Bem
Pinheiro, Pl??cido Rog??rio
dc.subject.eng.fl_str_mv Internet of Things; IoT; IoT Architecture; Middleware; Reference Model; Platform; CoAP; MQTT; HTTP; In.IoT; Performance Evaluation; Bridge; Gateway; Application.
topic Internet of Things; IoT; IoT Architecture; Middleware; Reference Model; Platform; CoAP; MQTT; HTTP; In.IoT; Performance Evaluation; Bridge; Gateway; Application.
Engenharia - Telecomunica????es
dc.subject.cnpq.fl_str_mv Engenharia - Telecomunica????es
description In Internet of Things (IoT), data is handled and stored by software known as middleware (located on a server). The evolution of the IoT concept led to the construction of many IoT middleware, software that plays a key role since it supports the communication among devices, users, and applications. Several aspects can impact the performance of a middleware. Based in a deep review of the related literature and in the proposal of a Reference Model for IoT middleware, this thesis proposes a new IoT middleware, called In.IoT, a scalable, secure, and innovative middleware solution based on a deep review of the state of the art and following the reference middleware architecture that was proposed along with this research work. In.IoT addresses the middleware concerns of the most popular solutions (security, usability, and performance) that were evaluated, demonstrated, and validated along this study, and it is ready and available for use. In.IoT architectural recommendations and requirements are detailed and can be replicated by new and available solutions. It supports the most popular application-layer protocols (MQTT, CoAP, and HTTP). Its performance is evaluated in comparison with the most promising solutions available in the literature and the results obtained by the proposed solution are extremely promising. Furthermore, this thesis studies the impact of the underlying programming language in the solution's overall performance through a performance evaluation study that included Java, Python, and Javascript, identifying that globally, Java demonstrates to be the most robust choice for IoT middleware. IoT devices communicate with the middleware through an application layer protocol that may differ from those supported by the middleware, especially when it is considered that households will have various devices from different brands. The thesis offers an alternative for such cases, proposing an application layer gateway, called MiddleBridge. MiddleBridge translates CoAP, MQTT, DDS, and Websockets messages into HTTP (HTTP is supported by most IoT middleware). With MiddleBridge, devices can send a smaller message to an intermediary (MiddleBridge), which restructures it and forwards it to a middleware, reducing the time that a device spends transmitting. The proposed solutions were evaluated in comparison with other similar solutions available in the literature, considering the metrics related to packet size, response times, requests per second, and error percentage, demonstrating their better results and tremendous potential. Furthermore, the study used XGBoost (a machine learning technique) to detect the occurrence of replication attacks where an attacker obtains device credentials, using it to generate false data and disturb the IoT environment. The obtained results are extremely promising. Thus, it is concluded that the proposed approach contributes towards the state of the art of IoT middleware solutions.
publishDate 2021
dc.date.issued.fl_str_mv 2021-11-08
dc.date.accessioned.fl_str_mv 2022-05-02T19:52:47Z
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dc.identifier.citation.fl_str_mv Cruz, Mauro Alexandre Amaro da. An enhanced multi-protocol middleware solution for internet of things. 2021. [181fls.]. Tese( Mestrado em Engenharia de Telecomunica????es) - Instituto Nacional de Telecomunica????es, [Santa Rita do Sapuca?? - MG ] .
dc.identifier.uri.fl_str_mv https://tede.inatel.br:8080/tede/handle/tede/231
identifier_str_mv Cruz, Mauro Alexandre Amaro da. An enhanced multi-protocol middleware solution for internet of things. 2021. [181fls.]. Tese( Mestrado em Engenharia de Telecomunica????es) - Instituto Nacional de Telecomunica????es, [Santa Rita do Sapuca?? - MG ] .
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