A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation

Detalhes bibliográficos
Autor(a) principal: Figueiredo, Joao
Data de Publicação: 2020
Outros Autores: Coito, T., Martins, M., Viegas, J., Firme, B., Vieira, S., Sousa, J.
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10174/28652
https://doi.org/COITO, T., MARTINS, M., FIRME, B., FIGUEIREDO, J., VIEIRA, S., SOUSA, J. [2020] “A Middleware Platform for Intelligent: An Industrial Prototype Implementation”, Computers in Industry, Vol.123, Dec.2020, 103329; Elsevier. https://doi.org/10.1016/j.compind.2020.103329
https://doi.org/10.1016/j.compind.2020.103329
Resumo: The development of dynamic data-based Decision Support Systems (DSSs) along with the increasing availability of data in the industry, makes real-time data acquisition and management a challenge. Intelligent automation appears as a holistic combination of automation with analytics and decisions made by artificial intelligence, delivering smart manufacturing and mass customization while improving resource efficiency. However, challenges towards the development of intelligent automation architectures include the lack of interoperability between systems, complex data preparation steps, and the inability to deal with both high-frequency and high-volume data in a timely fashion. This paper contributes to industrial frameworks focused on the development of standardized system architectures for Industry 4.0, closing the gap between generic architectures and physical realizations. It proposes a platform for intelligent automation relying on a gateway or middleware between field devices, enterprise databases, and DSSs in real-time scenarios. This is achieved by providing the middleware interoperability, determinism, and automatic data structuring over an industrial communication infrastructure such as the OPC UA Standard over Time Sensitive Networks (TSN). Cloud services and database warehousing used to address some of the challenges are handled using fog computing and a multi-workload database. This paper presents an implementation of the platform in the pharmaceutical industry, providing interoperability and real-time reaction capability to changes to an industrial prototype using dynamic scheduling algorithms.
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spelling A Middleware Platform for Intelligent Automation: An Industrial Prototype ImplementationIntelligent AutomationInteroperabilityMiddlewareFog computingData PreparationIndustry 4.0The development of dynamic data-based Decision Support Systems (DSSs) along with the increasing availability of data in the industry, makes real-time data acquisition and management a challenge. Intelligent automation appears as a holistic combination of automation with analytics and decisions made by artificial intelligence, delivering smart manufacturing and mass customization while improving resource efficiency. However, challenges towards the development of intelligent automation architectures include the lack of interoperability between systems, complex data preparation steps, and the inability to deal with both high-frequency and high-volume data in a timely fashion. This paper contributes to industrial frameworks focused on the development of standardized system architectures for Industry 4.0, closing the gap between generic architectures and physical realizations. It proposes a platform for intelligent automation relying on a gateway or middleware between field devices, enterprise databases, and DSSs in real-time scenarios. This is achieved by providing the middleware interoperability, determinism, and automatic data structuring over an industrial communication infrastructure such as the OPC UA Standard over Time Sensitive Networks (TSN). Cloud services and database warehousing used to address some of the challenges are handled using fog computing and a multi-workload database. This paper presents an implementation of the platform in the pharmaceutical industry, providing interoperability and real-time reaction capability to changes to an industrial prototype using dynamic scheduling algorithms.ELSEVIER2021-01-08T13:35:25Z2021-01-082020-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10174/28652https://doi.org/COITO, T., MARTINS, M., FIRME, B., FIGUEIREDO, J., VIEIRA, S., SOUSA, J. [2020] “A Middleware Platform for Intelligent: An Industrial Prototype Implementation”, Computers in Industry, Vol.123, Dec.2020, 103329; Elsevier. https://doi.org/10.1016/j.compind.2020.103329https://doi.org/10.1016/j.compind.2020.103329http://hdl.handle.net/10174/28652https://doi.org/10.1016/j.compind.2020.103329porComputers in Industry, ELSEVIERjfig@uevora.ptndndndndndnd489Figueiredo, JoaoCoito, T.Martins, M.Viegas, J.Firme, B.Vieira, S.Sousa, J.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-01-03T19:25:03Zoai:dspace.uevora.pt:10174/28652Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T01:18:29.470364Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation
title A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation
spellingShingle A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation
Figueiredo, Joao
Intelligent Automation
Interoperability
Middleware
Fog computing
Data Preparation
Industry 4.0
title_short A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation
title_full A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation
title_fullStr A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation
title_full_unstemmed A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation
title_sort A Middleware Platform for Intelligent Automation: An Industrial Prototype Implementation
author Figueiredo, Joao
author_facet Figueiredo, Joao
Coito, T.
Martins, M.
Viegas, J.
Firme, B.
Vieira, S.
Sousa, J.
author_role author
author2 Coito, T.
Martins, M.
Viegas, J.
Firme, B.
Vieira, S.
Sousa, J.
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv Figueiredo, Joao
Coito, T.
Martins, M.
Viegas, J.
Firme, B.
Vieira, S.
Sousa, J.
dc.subject.por.fl_str_mv Intelligent Automation
Interoperability
Middleware
Fog computing
Data Preparation
Industry 4.0
topic Intelligent Automation
Interoperability
Middleware
Fog computing
Data Preparation
Industry 4.0
description The development of dynamic data-based Decision Support Systems (DSSs) along with the increasing availability of data in the industry, makes real-time data acquisition and management a challenge. Intelligent automation appears as a holistic combination of automation with analytics and decisions made by artificial intelligence, delivering smart manufacturing and mass customization while improving resource efficiency. However, challenges towards the development of intelligent automation architectures include the lack of interoperability between systems, complex data preparation steps, and the inability to deal with both high-frequency and high-volume data in a timely fashion. This paper contributes to industrial frameworks focused on the development of standardized system architectures for Industry 4.0, closing the gap between generic architectures and physical realizations. It proposes a platform for intelligent automation relying on a gateway or middleware between field devices, enterprise databases, and DSSs in real-time scenarios. This is achieved by providing the middleware interoperability, determinism, and automatic data structuring over an industrial communication infrastructure such as the OPC UA Standard over Time Sensitive Networks (TSN). Cloud services and database warehousing used to address some of the challenges are handled using fog computing and a multi-workload database. This paper presents an implementation of the platform in the pharmaceutical industry, providing interoperability and real-time reaction capability to changes to an industrial prototype using dynamic scheduling algorithms.
publishDate 2020
dc.date.none.fl_str_mv 2020-01-01T00:00:00Z
2021-01-08T13:35:25Z
2021-01-08
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format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10174/28652
https://doi.org/COITO, T., MARTINS, M., FIRME, B., FIGUEIREDO, J., VIEIRA, S., SOUSA, J. [2020] “A Middleware Platform for Intelligent: An Industrial Prototype Implementation”, Computers in Industry, Vol.123, Dec.2020, 103329; Elsevier. https://doi.org/10.1016/j.compind.2020.103329
https://doi.org/10.1016/j.compind.2020.103329
http://hdl.handle.net/10174/28652
https://doi.org/10.1016/j.compind.2020.103329
url http://hdl.handle.net/10174/28652
https://doi.org/COITO, T., MARTINS, M., FIRME, B., FIGUEIREDO, J., VIEIRA, S., SOUSA, J. [2020] “A Middleware Platform for Intelligent: An Industrial Prototype Implementation”, Computers in Industry, Vol.123, Dec.2020, 103329; Elsevier. https://doi.org/10.1016/j.compind.2020.103329
https://doi.org/10.1016/j.compind.2020.103329
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv Computers in Industry, ELSEVIER
jfig@uevora.pt
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dc.publisher.none.fl_str_mv ELSEVIER
publisher.none.fl_str_mv ELSEVIER
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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