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Demo: AIML-as-a-service for SLA management of a digital twin virtual network service

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dc.affiliation.dptoUC3M. Departamento de Ingeniería Telemáticaes
dc.affiliation.grupoinvUC3M. Grupo de Investigación: Network Technologieses
dc.contributor.authorBaranda, Jorge
dc.contributor.authorZeydan, Engin
dc.contributor.authorCasetti, C.
dc.contributor.authorChiasserini, C. F.
dc.contributor.authorMalinverno, Marco
dc.contributor.authorPuligheddu, C.
dc.contributor.authorGroshev, Milan
dc.contributor.authorMagalhaes Guimaraes, Carlos Eduardo
dc.contributor.authorTomakh, K.
dc.contributor.authorKucherenko, D.
dc.contributor.authorKolodiaznhyi, O.
dc.contributor.authorMangues-Bafalluy, Josep
dc.contributor.funderEuropean Commissionen
dc.date.accessioned2021-11-29T13:02:42Z
dc.date.available2021-11-29T13:02:42Z
dc.date.issued2021-05-10
dc.descriptionProceedings of: IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS).en
dc.description.abstractThis demonstration presents an AI/ML platform that is offered as a service (AIMLaaS) and integrated in the management and orchestration (MANO) workflow defined in the project 5Growth following the recommendations of various standardization organizations. In such a system, SLA management decisions (scaling, in this demo) are taken at runtime by AI/ML models that are requested and downloaded by the MANO stack from the AI/ML platform at instantiation time, according to the service definition. Relevant metrics to be injected into the model are also automatically configured so that they are collected, ingested, and consumed along the deployed data engineering pipeline. The use case to which it is applied is a digital twin service, whose control and motion planning function has stringent latency constraints (directly linked to its CPU consumption), eventually determining the need for scaling out/in to fulfill the SLA.en
dc.description.sponsorshipWork supported in part by EU Commission H2020 5Growth project (Grant No. 856709) and H2020 Europe/Taiwan 5G-Dive project (Grant No. 859881).en
dc.format.extent2
dc.identifier.bibliographicCitationBaranda, J., Mangues-Bafalluy, J., Zeydan, E., Casetti, C., Chiasserini, C. F., Malinverno, M., Puligheddu, C., Groshev, M., Guimaraes, C., Tomakh, K., Kucherenko, D., & Kolodiazhnyi, O. (10-13 May, 2021). Demo: AIML-as-a-Service for SLA management of a Digital Twin Virtual Network Service [proceedings]. IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Vancouver, BC, Canadaen
dc.identifier.doihttps://doi.org/10.1109/INFOCOMWKSHPS51825.2021.9484610
dc.identifier.isbn978-1-6654-0443-3
dc.identifier.publicationfirstpage1
dc.identifier.publicationlastpage2
dc.identifier.publicationtitleIEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)en
dc.identifier.urihttp://hdl.handle.net/10016/33710
dc.identifier.uxxiCC/0000032750
dc.language.isoeng
dc.publisherIEEE
dc.relation.eventdate2021-05-10
dc.relation.eventplaceVancouver, Canada
dc.relation.eventtitleIEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)en
dc.relation.projectIDinfo:eu-repo/grantAgreement/EC/856709
dc.relation.projectIDinfo:eu-repo/grantAgreement/EC/GA-859881
dc.rights© 2021, IEEE
dc.rights.accessRightsopen accessen
dc.subject.ecienciaTelecomunicacioneses
dc.subject.otherMeasurementen
dc.subject.otherRuntimeen
dc.subject.otherDigital twinen
dc.subject.otherConferencesen
dc.subject.otherStandards organizationsen
dc.subject.otherPipelinesen
dc.subject.otherStandardizationen
dc.titleDemo: AIML-as-a-service for SLA management of a digital twin virtual network serviceen
dc.typeconference proceedings*
dc.type.hasVersionAM*
dspace.entity.typePublication
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