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dc.contributor.authorBarzegar, Sima
dc.contributor.authorRuiz Ramírez, Marc
dc.contributor.authorVelasco Esteban, Luis Domingo
dc.contributor.otherUniversitat Politècnica de Catalunya. Doctorat en Arquitectura de Computadors
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors
dc.identifier.citationBarzegar, S.; Ruiz, M.; Velasco, L. Reinforcement learning-based autonomous multilayer network operation. A: European Conference on Optical Communication. "2020 European Conference on Optical Communications (ECOC): December 6-10, 2020, virtual conference". Institute of Electrical and Electronics Engineers (IEEE), 2020, p. 1-4. ISBN 978-1-7281-7361-0. DOI 10.1109/ECOC48923.2020.9333268.
dc.description.abstractWe propose an Intent-Based Networking solution based on Reinforcement Learning (RL). RL-based intents with specific operational objectives and coordinated operation between network layers are developed. Results show service assurance with automatic adaptation to changing traffic.
dc.description.sponsorshipThe research leading to these results has received funding from the EC through the Spanish MINECO TWINS project (TEC2017-90097-R) and from ICREA.
dc.format.extent4 p.
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)
dc.subjectÀrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telecomunicació òptica::Fibra òptica
dc.subject.lcshOptical fiber communication
dc.subject.lcshReinforcement learning
dc.subject.otherNonhomogeneous media
dc.titleReinforcement learning-based autonomous multilayer network operation
dc.typeConference report
dc.subject.lemacComunicació per fibra òptica
dc.subject.lemacAprenentatge per reforç
dc.contributor.groupUniversitat Politècnica de Catalunya. GCO - Grup de Comunicacions Òptiques
dc.description.peerreviewedPeer Reviewed
dc.rights.accessOpen Access
dc.description.versionPostprint (author's final draft)
local.citation.authorBarzegar, S.; Ruiz, M.; Velasco, L.
local.citation.contributorEuropean Conference on Optical Communication
local.citation.publicationName2020 European Conference on Optical Communications (ECOC): December 6-10, 2020, virtual conference

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