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A hierarchical AI-based control plane solution for multi-technology deterministic networks

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dc.affiliation.dptoUC3M. Departamento de Ingeniería Telemáticaes
dc.affiliation.grupoinvUC3M. Grupo de Investigación: Network Technologieses
dc.contributor.authorGiardina, Pietro G.
dc.contributor.authorSzilagyi, Peter
dc.contributor.authorChiasserini, Carla Fabiana
dc.contributor.authorCarcel, Jose Luis
dc.contributor.authorVelasco, Luis
dc.contributor.authorSpadaro, Salvatore
dc.contributor.authorAgraz, Fernando
dc.contributor.authorRobitzsch, Sebastian
dc.contributor.authorRosales, Rafael
dc.contributor.authorFrascolla, Valerio
dc.contributor.authorDoostnejad, Roya
dc.contributor.authorCalvillo Fernández, Alejandro
dc.contributor.authorBernini, Giacomo
dc.contributor.funderEuropean Commissionen
dc.date.accessioned2023-11-20T12:29:18Z
dc.date.available2023-11-20T12:29:18Z
dc.date.issued2023-10
dc.descriptionProceedings of: ACM MOBIHOC 2023: the 24th International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing, 23-26 October 2023, Washington DC, USA.en
dc.description.abstractFollowing the Industry 4.0 vision of a full digitization of the industry, time-critical services and applications, allowing network infrastructures to deliver information with determinism and reliability, are becoming more and more relevant for a set of vertical sectors. As a consequence, deterministic network solutions are progressively emerging, albeit they are still bounded to specific technological domains. Even considering the existence of interconnected deterministic networks, the provision of an end-to-end (E2E) deterministic service over them must rely on a specific control plane architecture, capable of seamlessly integrate and control the underlying multi-technology data plane. In this work, we envision such a control plane solution, extending previous works and exploiting several innovations and novel architectural concepts. The proposed control architecture is service-centric, in order to provide the necessary flexibility, scalability, and modularity to deal with a heterogenous data plane. The architecture is hierarchical and encompasses a set of management platforms to interact with specific network technologies overarched by an E2E platform for the management, monitoring, and control of E2E deterministic services. Furthermore, Artificial Intelligence (AI) and Digital Twinning are used to enable network predictability and automation, as well as smart resource allocation, to ensure service reliability in dynamic scenarios where existing services may terminate and new ones may need to be deployed.en
dc.description.sponsorshipThis work has been partially funded by the European Commission Horizon Europe SNS JU PREDICT-6G (GA 101095890) Project.en
dc.format.extent6
dc.identifier.bibliographicCitationGiardina, P. G, Szilágyi, P., Chiasserini C. F., Carcel, J. L., Velasco, L., Spadaro, S., Agraz, F., Robitzsch, S., Rosales, R. Frascolla, V., Doostnejad, R., Calvillo, A. & Bernini, G. (23-26 October 2023). A hierarchical AI-based control plane solution for multi-technology deterministic networks [proceedings]. ACM MOBIHOC 2023: the 24th International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing, Washington DC, USA.en
dc.identifier.doihttps://doi.org/10.1145/3565287.3617605
dc.identifier.isbn978-1-4503-9926-5/23/10
dc.identifier.publicationfirstpage316
dc.identifier.publicationlastpage321
dc.identifier.publicationtitleMobiHoc '23: Proceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computingen
dc.identifier.urihttps://hdl.handle.net/10016/38913
dc.identifier.uxxiCC/0000034558
dc.language.isoengen
dc.publisherAssociation for Computing Machinery (ACM)en
dc.relation.eventdate2023-10-23
dc.relation.eventplaceESTADOS UNIDOS DE AMERICAes
dc.relation.eventtitleACM MOBIHOC 2023: the 24th International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computingen
dc.relation.projectIDinfo:eu-repo/grantAgreement/EC/101095890en
dc.rights© 2023 Copyright is held by the owner/author(s).en
dc.rights.accessRightsopen accessen
dc.subject.ecienciaInformáticaes
dc.subject.ecienciaTelecomunicacioneses
dc.subject.otherNetwork Determinismen
dc.subject.otherPredictabilityen
dc.subject.otherReliabilityen
dc.subject.otherTimesensitivenessen
dc.subject.otherTSNen
dc.subject.otherDetNeten
dc.subject.otherRAWen
dc.subject.otherControl planeen
dc.subject.otherCross-domainen
dc.titleA hierarchical AI-based control plane solution for multi-technology deterministic networksen
dc.typeconference output*
dc.type.hasVersionAM*
dspace.entity.typePublication
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