Deepint.net: A rapid deployment platform for smart territories

Detalhes bibliográficos
Autor(a) principal: Corchado, Juan M.
Data de Publicação: 2021
Outros Autores: Chamoso, Pablo, Hernández, Guillermo, Gutierrez, Agustín San Roman, Camacho, Alberto Rivas, González-Briones, Alfonso, Pinto-Santos, Francisco, Goyenechea, Enrique, Garcia-Retuerta, David, Alonso-Miguel, María, Hernandez, Beatriz Bellido, Villaverde, Diego Valdeolmillos, Sanchez-Verdejo, Manuel, Plaza-Martínez, Pablo, López-Pérez, Manuel, Manzano-García, Sergio, Alonso, Ricardo S., Casado-Vara, Roberto, Tejedor, Javier Prieto, Prieta, Fernando de la, Rodríguez-González, Sara, Parra-Domínguez, Javier, Mohamad, Mohd Saberi, Trabelsi, Saber, Díaz-Plaza, Enrique, Garcia-Coria, Jose Alberto, Yigitcanlar, Tan, Novais, Paulo, Omatu, Sigeru
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/71925
Resumo: This paper presents an efficient cyberphysical platform for the smart management of smart territories. It is efficient because it facilitates the implementation of data acquisition and data management methods, as well as data representation and dashboard configuration. The platform allows for the use of any type of data source, ranging from the measurements of a multi-functional IoT sensing devices to relational and non-relational databases. It is also smart because it incorporates a complete artificial intelligence suit for data analysis; it includes techniques for data classification, clustering, forecasting, optimization, visualization, etc. It is also compatible with the edge computing concept, allowing for the distribution of intelligence and the use of intelligent sensors. The concept of smart cities is evolving and adapting to new applications; the trend to create intelligent neighbourhoods, districts or territories is becoming increasingly popular, as opposed to the previous approach of managing an entire megacity. In this paper, the platform is presented, and its architecture and functionalities are described. Moreover, its operation has been validated in a case study where the bike renting service of Paris—Vélib’ Métropole has been managed. This platform could enable smart territories to develop adapted knowledge management systems, adapt them to new requirements and to use multiple types of data, and execute efficient computational and artificial intelligence algorithms. The platform optimizes the decisions taken by human experts through explainable artificial intelligence models that obtain data from IoT sensors, databases, the Internet, etc. The global intelligence of the platform could potentially coordinate its decision-making processes with intelligent nodes installed in the edge, which would use the most advanced data processing techniques.
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spelling Deepint.net: A rapid deployment platform for smart territoriessmart citiessmart cyberphysical platformdata analysisdata visualizationedge computingartificial intelligencebike rentingCiências Naturais::Ciências da Computação e da InformaçãoScience & TechnologyThis paper presents an efficient cyberphysical platform for the smart management of smart territories. It is efficient because it facilitates the implementation of data acquisition and data management methods, as well as data representation and dashboard configuration. The platform allows for the use of any type of data source, ranging from the measurements of a multi-functional IoT sensing devices to relational and non-relational databases. It is also smart because it incorporates a complete artificial intelligence suit for data analysis; it includes techniques for data classification, clustering, forecasting, optimization, visualization, etc. It is also compatible with the edge computing concept, allowing for the distribution of intelligence and the use of intelligent sensors. The concept of smart cities is evolving and adapting to new applications; the trend to create intelligent neighbourhoods, districts or territories is becoming increasingly popular, as opposed to the previous approach of managing an entire megacity. In this paper, the platform is presented, and its architecture and functionalities are described. Moreover, its operation has been validated in a case study where the bike renting service of Paris—Vélib’ Métropole has been managed. This platform could enable smart territories to develop adapted knowledge management systems, adapt them to new requirements and to use multiple types of data, and execute efficient computational and artificial intelligence algorithms. The platform optimizes the decisions taken by human experts through explainable artificial intelligence models that obtain data from IoT sensors, databases, the Internet, etc. The global intelligence of the platform could potentially coordinate its decision-making processes with intelligent nodes installed in the edge, which would use the most advanced data processing techniques.This work has been partially supported by the European Regional Development Fund (ERDF) through the Interreg Spain-Portugal V-A Program (POCTEP) under grant 0677_DISRUPTIVE_2_E, the project My-TRAC: My TRAvel Companion (H2020-S2RJU-2017), the project LAPASSION, CITIES (CYTED 518RT0558) and the company DCSC. Pablo Chamoso’s research work has been funded through the Santander Iberoamerican Research Grants, call 2020/2021, under the direction of Paulo Novais.Multidisciplinary Digital Publishing InstituteUniversidade do MinhoCorchado, Juan M.Chamoso, PabloHernández, GuillermoGutierrez, Agustín San RomanCamacho, Alberto RivasGonzález-Briones, AlfonsoPinto-Santos, FranciscoGoyenechea, EnriqueGarcia-Retuerta, DavidAlonso-Miguel, MaríaHernandez, Beatriz BellidoVillaverde, Diego ValdeolmillosSanchez-Verdejo, ManuelPlaza-Martínez, PabloLópez-Pérez, ManuelManzano-García, SergioAlonso, Ricardo S.Casado-Vara, RobertoTejedor, Javier PrietoPrieta, Fernando de laRodríguez-González, SaraParra-Domínguez, JavierMohamad, Mohd SaberiTrabelsi, SaberDíaz-Plaza, EnriqueGarcia-Coria, Jose AlbertoYigitcanlar, TanNovais, PauloOmatu, Sigeru20212021-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/71925engCorchado, J.M.; Chamoso, P.; Hernández, G.; Gutierrez, A.S.R.; Camacho, A.R.; González-Briones, A.; Pinto-Santos, F.; Goyenechea, E.; Garcia-Retuerta, D.; Alonso-Miguel, M.; Hernandez, B.B.; Villaverde, D.V.; Sanchez-Verdejo, M.; Plaza-Martínez, P.; López-Pérez, M.; Manzano-García, S.; Alonso, R.S.; Casado-Vara, R.; Tejedor, J.P.; Prieta, F.d.l.; Rodríguez-González, S.; Parra-Domínguez, J.; Mohamad, M.S.; Trabelsi, S.; Díaz-Plaza, E.; Garcia-Coria, J.A.; Yigitcanlar, T.; Novais, P.; Omatu, S. Deepint.net: A Rapid Deployment Platform for Smart Territories. Sensors 2021, 21, 236. https://doi.org/10.3390/s210102361424-822010.3390/s21010236334014681https://www.mdpi.com/1424-8220/21/1/236info: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:RCAAP2023-07-21T12:13:55Zoai:repositorium.sdum.uminho.pt:1822/71925Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:06:06.655052Repositório 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 Deepint.net: A rapid deployment platform for smart territories
title Deepint.net: A rapid deployment platform for smart territories
spellingShingle Deepint.net: A rapid deployment platform for smart territories
Corchado, Juan M.
smart cities
smart cyberphysical platform
data analysis
data visualization
edge computing
artificial intelligence
bike renting
Ciências Naturais::Ciências da Computação e da Informação
Science & Technology
title_short Deepint.net: A rapid deployment platform for smart territories
title_full Deepint.net: A rapid deployment platform for smart territories
title_fullStr Deepint.net: A rapid deployment platform for smart territories
title_full_unstemmed Deepint.net: A rapid deployment platform for smart territories
title_sort Deepint.net: A rapid deployment platform for smart territories
author Corchado, Juan M.
author_facet Corchado, Juan M.
Chamoso, Pablo
Hernández, Guillermo
Gutierrez, Agustín San Roman
Camacho, Alberto Rivas
González-Briones, Alfonso
Pinto-Santos, Francisco
Goyenechea, Enrique
Garcia-Retuerta, David
Alonso-Miguel, María
Hernandez, Beatriz Bellido
Villaverde, Diego Valdeolmillos
Sanchez-Verdejo, Manuel
Plaza-Martínez, Pablo
López-Pérez, Manuel
Manzano-García, Sergio
Alonso, Ricardo S.
Casado-Vara, Roberto
Tejedor, Javier Prieto
Prieta, Fernando de la
Rodríguez-González, Sara
Parra-Domínguez, Javier
Mohamad, Mohd Saberi
Trabelsi, Saber
Díaz-Plaza, Enrique
Garcia-Coria, Jose Alberto
Yigitcanlar, Tan
Novais, Paulo
Omatu, Sigeru
author_role author
author2 Chamoso, Pablo
Hernández, Guillermo
Gutierrez, Agustín San Roman
Camacho, Alberto Rivas
González-Briones, Alfonso
Pinto-Santos, Francisco
Goyenechea, Enrique
Garcia-Retuerta, David
Alonso-Miguel, María
Hernandez, Beatriz Bellido
Villaverde, Diego Valdeolmillos
Sanchez-Verdejo, Manuel
Plaza-Martínez, Pablo
López-Pérez, Manuel
Manzano-García, Sergio
Alonso, Ricardo S.
Casado-Vara, Roberto
Tejedor, Javier Prieto
Prieta, Fernando de la
Rodríguez-González, Sara
Parra-Domínguez, Javier
Mohamad, Mohd Saberi
Trabelsi, Saber
Díaz-Plaza, Enrique
Garcia-Coria, Jose Alberto
Yigitcanlar, Tan
Novais, Paulo
Omatu, Sigeru
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Corchado, Juan M.
Chamoso, Pablo
Hernández, Guillermo
Gutierrez, Agustín San Roman
Camacho, Alberto Rivas
González-Briones, Alfonso
Pinto-Santos, Francisco
Goyenechea, Enrique
Garcia-Retuerta, David
Alonso-Miguel, María
Hernandez, Beatriz Bellido
Villaverde, Diego Valdeolmillos
Sanchez-Verdejo, Manuel
Plaza-Martínez, Pablo
López-Pérez, Manuel
Manzano-García, Sergio
Alonso, Ricardo S.
Casado-Vara, Roberto
Tejedor, Javier Prieto
Prieta, Fernando de la
Rodríguez-González, Sara
Parra-Domínguez, Javier
Mohamad, Mohd Saberi
Trabelsi, Saber
Díaz-Plaza, Enrique
Garcia-Coria, Jose Alberto
Yigitcanlar, Tan
Novais, Paulo
Omatu, Sigeru
dc.subject.por.fl_str_mv smart cities
smart cyberphysical platform
data analysis
data visualization
edge computing
artificial intelligence
bike renting
Ciências Naturais::Ciências da Computação e da Informação
Science & Technology
topic smart cities
smart cyberphysical platform
data analysis
data visualization
edge computing
artificial intelligence
bike renting
Ciências Naturais::Ciências da Computação e da Informação
Science & Technology
description This paper presents an efficient cyberphysical platform for the smart management of smart territories. It is efficient because it facilitates the implementation of data acquisition and data management methods, as well as data representation and dashboard configuration. The platform allows for the use of any type of data source, ranging from the measurements of a multi-functional IoT sensing devices to relational and non-relational databases. It is also smart because it incorporates a complete artificial intelligence suit for data analysis; it includes techniques for data classification, clustering, forecasting, optimization, visualization, etc. It is also compatible with the edge computing concept, allowing for the distribution of intelligence and the use of intelligent sensors. The concept of smart cities is evolving and adapting to new applications; the trend to create intelligent neighbourhoods, districts or territories is becoming increasingly popular, as opposed to the previous approach of managing an entire megacity. In this paper, the platform is presented, and its architecture and functionalities are described. Moreover, its operation has been validated in a case study where the bike renting service of Paris—Vélib’ Métropole has been managed. This platform could enable smart territories to develop adapted knowledge management systems, adapt them to new requirements and to use multiple types of data, and execute efficient computational and artificial intelligence algorithms. The platform optimizes the decisions taken by human experts through explainable artificial intelligence models that obtain data from IoT sensors, databases, the Internet, etc. The global intelligence of the platform could potentially coordinate its decision-making processes with intelligent nodes installed in the edge, which would use the most advanced data processing techniques.
publishDate 2021
dc.date.none.fl_str_mv 2021
2021-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1822/71925
url http://hdl.handle.net/1822/71925
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Corchado, J.M.; Chamoso, P.; Hernández, G.; Gutierrez, A.S.R.; Camacho, A.R.; González-Briones, A.; Pinto-Santos, F.; Goyenechea, E.; Garcia-Retuerta, D.; Alonso-Miguel, M.; Hernandez, B.B.; Villaverde, D.V.; Sanchez-Verdejo, M.; Plaza-Martínez, P.; López-Pérez, M.; Manzano-García, S.; Alonso, R.S.; Casado-Vara, R.; Tejedor, J.P.; Prieta, F.d.l.; Rodríguez-González, S.; Parra-Domínguez, J.; Mohamad, M.S.; Trabelsi, S.; Díaz-Plaza, E.; Garcia-Coria, J.A.; Yigitcanlar, T.; Novais, P.; Omatu, S. Deepint.net: A Rapid Deployment Platform for Smart Territories. Sensors 2021, 21, 236. https://doi.org/10.3390/s21010236
1424-8220
10.3390/s21010236
33401468
1
https://www.mdpi.com/1424-8220/21/1/236
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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dc.publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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