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

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dc.contributor.author Giardina, Pietro G.
dc.contributor.author Szilagyi, Peter
dc.contributor.author Chiasserini, Carla Fabiana
dc.contributor.author Carcel, Jose Luis
dc.contributor.author Velasco, Luis
dc.contributor.author Spadaro, Salvatore
dc.contributor.author Agraz, Fernando
dc.contributor.author Robitzsch, Sebastian
dc.contributor.author Rosales, Rafael
dc.contributor.author Frascolla, Valerio
dc.contributor.author Doostnejad, Roya
dc.contributor.author Calvillo Fernández, Alejandro
dc.contributor.author Bernini, Giacomo
dc.date.accessioned 2023-11-20T12:29:18Z
dc.date.available 2023-11-20T12:29:18Z
dc.date.issued 2023-10
dc.identifier.bibliographicCitation Giardina, 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.
dc.identifier.isbn 978-1-4503-9926-5/23/10
dc.identifier.uri http://hdl.handle.net/10016/38913
dc.description Proceedings 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.
dc.description.abstract Following 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.
dc.description.sponsorship This work has been partially funded by the European Commission Horizon Europe SNS JU PREDICT-6G (GA 101095890) Project.
dc.format.extent 6
dc.language.iso eng
dc.publisher Association for Computing Machinery (ACM)
dc.rights © 2023 Copyright is held by the owner/author(s).
dc.subject.other Network Determinism
dc.subject.other Predictability
dc.subject.other Reliability
dc.subject.other Timesensitiveness
dc.subject.other TSN
dc.subject.other DetNet
dc.subject.other RAW
dc.subject.other Control plane
dc.subject.other Cross-domain
dc.title A hierarchical AI-based control plane solution for multi-technology deterministic networks
dc.type conference output
dc.subject.eciencia Informática
dc.subject.eciencia Telecomunicaciones
dc.identifier.doi https://doi.org/10.1145/3565287.3617605
dc.rights.accessRights open access
dc.relation.projectID info:eu-repo/grantAgreement/EC/101095890
dc.relation.eventdate 2023-10-23
dc.relation.eventplace ESTADOS UNIDOS DE AMERICA
dc.relation.eventtitle ACM MOBIHOC 2023: the 24th International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing
dc.identifier.publicationfirstpage 316
dc.identifier.publicationlastpage 321
dc.identifier.publicationtitle MobiHoc '23: Proceedings of the Twenty-fourth International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing
dc.identifier.uxxi CC/0000034558
dc.contributor.funder European Commission
dc.affiliation.dpto UC3M. Departamento de Ingeniería Telemática
dc.affiliation.grupoinv UC3M. Grupo de Investigación: Network Technologies
dc.type.hasVersion AM
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