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dc.contributorLázaro Villa, José Antonio
dc.contributorBienstmann, Peter
dc.contributor.authorTorné Chertó, Josep
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions
dc.date.accessioned2020-10-02T10:13:54Z
dc.date.available2020-10-02T10:13:54Z
dc.date.issued2020-07
dc.identifier.urihttp://hdl.handle.net/2117/329694
dc.description.abstractOptical networks are a critical infrastructure subjected to attacks at its physical layer. Different methods have been presented to prevent, detect and solve these attacks. The current systems in charge of detecting intrusions in optical networks rely on the metrics obtained from OPM equipment. This equipment has a high cost, making the massive deployment through the optical network unfeasible. Photonic reservoir computing is a technology that has been able to solve tasks as header recognition, channel equalization, etc. with a good performance and a cost that allows it to be deployed over all the network. In this thesis it is designed and assessed by simulation a photonic reservoir computing system able to detect and classify attacks in optical networks.
dc.language.isoeng
dc.publisherUniversitat Politècnica de Catalunya
dc.rightsS'autoritza la difusió de l'obra mitjançant la llicència Creative Commons o similar 'Reconeixement-NoComercial- SenseObraDerivada'
dc.subjectÀrees temàtiques de la UPC::Enginyeria de la telecomunicació
dc.subject.lcshMachine learning
dc.subject.lcshOptical communications
dc.subject.otherAttack detection
dc.subject.othermachine learning
dc.subject.otheroptical network Security
dc.subject.otherphotonic reservoir computing
dc.titlePhotonic Reservoir Computing to Detect Anomalies and Intrusions in Optical Networks
dc.typeMaster thesis
dc.subject.lemacAprenentatge automàtic
dc.subject.lemacComunicacions òptiques
dc.identifier.slugETSETB-230.153596
dc.rights.accessOpen Access
dc.date.updated2020-07-31T05:51:13Z
dc.audience.educationlevelMàster
dc.audience.mediatorEscola Tècnica Superior d'Enginyeria de Telecomunicació de Barcelona
dc.audience.degreeMÀSTER UNIVERSITARI EN ENGINYERIA DE TELECOMUNICACIÓ (Pla 2013)
dc.contributor.covenanteeUniversiteit Gent. Faculty of Engineering and Architecture


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