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dc.contributor.authorVelasco Esteban, Luis Domingo
dc.contributor.authorBarzegar, Sima
dc.contributor.authorSequeira, Diogo Gonçalo
dc.contributor.authorFerrari, Alessio
dc.contributor.authorCosta, Nelson
dc.contributor.authorCurri, Vittorio
dc.contributor.authorPedro, João
dc.contributor.authorNapoli, Antonio
dc.contributor.authorRuiz Ramírez, Marc
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors
dc.contributor.otherUniversitat Politècnica de Catalunya. Doctorat en Arquitectura de Computadors
dc.date.accessioned2021-05-10T13:29:05Z
dc.date.available2021-05-10T13:29:05Z
dc.date.issued2021-09
dc.identifier.citationVelasco, L. [et al.]. Autonomous and energy efficient lightpath operation based on digital subcarrier multiplexing. "IEEE journal on selected areas in communications", Setembre 2021, vol. 39, núm. 9, p. 2864-2877.
dc.identifier.issn0733-8716
dc.identifier.urihttp://hdl.handle.net/2117/345377
dc.description.abstractThe massive deployment of 5G and beyond will require high capacity and low latency connectivity services, so network operators will have either to overprovision capacity in their transport networks or to upgrade the optical network controllers to make decisions nearly in real time; both solutions entail high capital and operational expenditures. A different approach could be to move the decision making toward the nodes and subsystems, so they can adapt dynamically the capacity to the actual needs and thus reduce operational costs in terms of energy consumption. To achieve this, several technological challenges need to be addressed. In this paper, we focus on the autonomous operation of Digital Subcarrier Multiplexing (DSCM) systems, which enable the transmission of multiple and independent subcarriers (SC). Herein, we present several solutions enabling the autonomous DSCM operation, including: i) SC quality of transmission estimation; ii) autonomous SC operation at the transmitter side and blind SC configuration recognition at the receiver side; and iii) intent-based capacity management implemented through Reinforcement Learning. We provide useful guidelines for the application of autonomous SC management supported by the extensive results presented.
dc.description.sponsorshipThe research leading to these results has received funding from the European Community's through the MSCA REAL-NET project (G.A. 813144), by the AEI/FEDER through the TWINS project (TEC2017-90097-R), and by the ICREA institution.
dc.format.extent15 p.
dc.language.isoeng
dc.subjectÀrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telecomunicació òptica
dc.subject.lcshMultiplexing
dc.subject.lcshDecision-making
dc.subject.lcshTelecommunication -- Traffic -- Management
dc.subject.otherNetwork automation
dc.subject.otherDigital subcarrier multiplexing
dc.subject.otherEnergy savings
dc.subject.otherIntent-based networking
dc.subject.otherReinforcement learning
dc.titleAutonomous and energy efficient lightpath operation based on digital subcarrier multiplexing
dc.typeArticle
dc.subject.lemacMultiplexatge
dc.subject.lemacDecisió, Presa de
dc.subject.lemacTelecomunicació -- Tràfic -- Gestió
dc.contributor.groupUniversitat Politècnica de Catalunya. GCO - Grup de Comunicacions Òptiques
dc.identifier.doi10.1109/JSAC.2021.3064698
dc.description.peerreviewedPeer Reviewed
dc.relation.publisherversionhttps://ieeexplore.ieee.org/document/9373418
dc.rights.accessOpen Access
local.identifier.drac31267825
dc.description.versionPostprint (author's final draft)
dc.relation.projectidinfo:eu-repo/grantAgreement/EC/H2020/813144/EU/REAL-time monitoring and mitigation of nonlinear effects in optical NETworks/REAL-NET
dc.relation.projectidinfo:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/TEC2017-90097-R/ES/COGNITIVE 5G APPLICATION-AWARE OPTICAL METRO NETWORKS INTEGRATING MONITORING, DATA ANALYTICS AND OPTIMIZATION/
local.citation.authorVelasco, L.; Barzegar, S.; Sequeira, D.; Ferrari, A.; Costa, N.; Curri, V.; Pedro, J.; Napoli, A.; Ruiz, M.
local.citation.publicationNameIEEE journal on selected areas in communications
local.citation.volume39
local.citation.number9
local.citation.startingPage2864
local.citation.endingPage2877


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