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dc.contributor.authorMijumbi, Rashid
dc.contributor.authorGorricho Moreno, Juan Luis
dc.contributor.authorSerrat Fernández, Juan
dc.contributor.authorClaeys, Maxim
dc.contributor.authorFamaey, Jeroen
dc.contributor.authorDe Turck, Filip
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Enginyeria Telemàtica
dc.identifier.citationMijumbi, R. [et al.]. Neural network-based autonomous allocation of resources in virtual networks. A: EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS. "2014 European Conference on Networks and Communications (EuCNC)". Bologna: 2014, p. 1-6.
dc.description.abstractNetwork virtualisation has received attention as a way to allow for sharing of physical network resources. Sharing resources involves mapping of virtual nodes and links onto physical nodes and links respectively, and thereafter managing the allocated resources to ensure efficient resource utilisation. In this paper, we apply artificial neural networks for a dynamic, decentralised and autonomous allocation of physical network resources to the virtual networks. The objective is to achieve better efficiency in the utilisation of substrate network resources while ensuring that the quality of service requirements of the virtual networks are not violated. The proposed approach is evaluated by comparison with two static resource allocation schemes and a reinforcement learning-based approach.
dc.format.extent6 p.
dc.subjectÀrees temàtiques de la UPC::Enginyeria de la telecomunicació
dc.subjectÀrees temàtiques de la UPC::Informàtica
dc.subject.lcshNeural networks (Computer science)
dc.subject.otherArtificial neural networks
dc.subject.othernetwork virtualisation
dc.subject.otherresource allocation
dc.subject.otherreinforcement learning
dc.subject.otherautonomous systems
dc.titleNeural network-based autonomous allocation of resources in virtual networks
dc.typeConference report
dc.subject.lemacXarxes neuronals (Informàtica)
dc.contributor.groupUniversitat Politècnica de Catalunya. MAPS - Management, Pricing and Services in Next Generation Networks
dc.identifier.dlIEEE Catalog Number: CFP1442Y – ART
dc.description.peerreviewedPeer Reviewed
dc.rights.accessRestricted access - publisher's policy
dc.description.versionPostprint (published version)
upcommons.citation.authorMijumbi, R.; Gorricho, J.; Serrat, J.; Claeys, M.; Famaey, J.; De Turck, F.
upcommons.citation.publicationName2014 European Conference on Networks and Communications (EuCNC)

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