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Photonic Reservoir Computing to Detect Anomalies and Intrusions in Optical Networks
dc.contributor | Lázaro Villa, José Antonio |
dc.contributor | Bienstmann, Peter |
dc.contributor.author | Torné Chertó, Josep |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Teoria del Senyal i Comunicacions |
dc.date.accessioned | 2020-10-02T10:13:54Z |
dc.date.available | 2020-10-02T10:13:54Z |
dc.date.issued | 2020-07 |
dc.identifier.uri | http://hdl.handle.net/2117/329694 |
dc.description.abstract | Optical 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.iso | eng |
dc.publisher | Universitat Politècnica de Catalunya |
dc.rights | S'autoritza la difusió de l'obra mitjançant la llicència Creative Commons o similar 'Reconeixement-NoComercial- SenseObraDerivada' |
dc.subject | Àrees temàtiques de la UPC::Enginyeria de la telecomunicació |
dc.subject.lcsh | Machine learning |
dc.subject.lcsh | Optical communications |
dc.subject.other | Attack detection |
dc.subject.other | machine learning |
dc.subject.other | optical network Security |
dc.subject.other | photonic reservoir computing |
dc.title | Photonic Reservoir Computing to Detect Anomalies and Intrusions in Optical Networks |
dc.type | Master thesis |
dc.subject.lemac | Aprenentatge automàtic |
dc.subject.lemac | Comunicacions òptiques |
dc.identifier.slug | ETSETB-230.153596 |
dc.rights.access | Open Access |
dc.date.updated | 2020-07-31T05:51:13Z |
dc.audience.educationlevel | Màster |
dc.audience.mediator | Escola Tècnica Superior d'Enginyeria de Telecomunicació de Barcelona |
dc.audience.degree | MÀSTER UNIVERSITARI EN ENGINYERIA DE TELECOMUNICACIÓ (Pla 2013) |
dc.contributor.covenantee | Universiteit Gent. Faculty of Engineering and Architecture |