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Deepint.net: A Rapid Deployment Platform for Smart Territories

dc.contributor.authorCorchado, Juan M.
dc.contributor.authorChamoso, Pablo
dc.contributor.authorHernández, Guillermo
dc.contributor.authorGutierrez, Agustín San Roman
dc.contributor.authorCamacho, Alberto Rivas
dc.contributor.authorGonzález Briones, Alfonso
dc.contributor.authorPinto Santos, Francisco
dc.contributor.authorGoyenechea, Enrique
dc.contributor.authorGarcia Retuerta, David
dc.contributor.authorAlonso Miguel, María
dc.contributor.authorHernandez, Beatriz Bellido
dc.contributor.authorVillaverde, Diego Valdeolmillos
dc.contributor.authorSánchez Verdejo, Manuel
dc.contributor.authorPlaza Martínez, Pablo
dc.contributor.authorLópez Pérez, Manuel
dc.contributor.authorManzano García, Sergio
dc.contributor.authorAlonso, Ricardo S.
dc.contributor.authorCasado Vara, Roberto
dc.contributor.authorTejedor, Javier Prieto
dc.contributor.authorPrieta, Fernando de la
dc.contributor.authorRodríguez González, Sara
dc.contributor.authorParra Domínguez, Javier
dc.contributor.authorMohamad, Mohd Saberi
dc.contributor.authorTrabelsi, Saber
dc.contributor.authorDíaz Plaza, Enrique
dc.contributor.authorGarcia Coria, Jose Alberto
dc.contributor.authorYigitcanlar, Tan
dc.contributor.authorNovais, Paulo
dc.contributor.authorOmatu, Sigeru
dc.date.accessioned2023-06-17T08:33:39Z
dc.date.available2023-06-17T08:33:39Z
dc.date.issued2021-01-01
dc.description.abstractThis 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.
dc.description.departmentDepto. de Ingeniería de Software e Inteligencia Artificial (ISIA)
dc.description.facultyFac. de Informática
dc.description.refereedTRUE
dc.description.sponsorshipPOCTEP
dc.description.sponsorshipDCSC/LAPASSION, CITIES
dc.description.statuspub
dc.eprint.idhttps://eprints.ucm.es/id/eprint/78268
dc.identifier.doi10.3390/s21010236
dc.identifier.issn1424-8220
dc.identifier.officialurlhttps://doi.org/10.3390/s21010236
dc.identifier.relatedurlhttps://www.mdpi.com/1424-8220/21/1/236
dc.identifier.urihttps://hdl.handle.net/20.500.14352/7442
dc.issue.number1
dc.journal.titleSensors
dc.language.isoeng
dc.page.initial236
dc.publisherMPDI
dc.relation.projectID0677_DISRUPTIVE_2_E
dc.relation.projectIDCYTED 518RT0558
dc.rightsAtribución 3.0 España
dc.rights.accessRightsopen access
dc.rights.urihttps://creativecommons.org/licenses/by/3.0/es/
dc.subject.keywordSmart cities
dc.subject.keywordSmart cyberphysical platform
dc.subject.keywordData analysis
dc.subject.keywordData visualization
dc.subject.keywordEdge computing
dc.subject.keywordArtificial intelligence
dc.subject.keywordBike renting
dc.subject.ucmInformática (Informática)
dc.subject.unesco1203.17 Informática
dc.titleDeepint.net: A Rapid Deployment Platform for Smart Territories
dc.typejournal article
dc.volume.number21
dspace.entity.typePublication
relation.isAuthorOfPublicationb4ca2770-5ab5-4d9d-a621-4c768d1e8b05
relation.isAuthorOfPublication.latestForDiscoveryb4ca2770-5ab5-4d9d-a621-4c768d1e8b05

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