Knowledge-defined networking

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RECERCAT Home > Universitat Politècnica de Catalunya > Documents de recerca > View document

To access the full text documents, please follow this link: http://hdl.handle.net/2117/108208

dc.contributor	Universitat Politècnica de Catalunya. Departament d'Arquitectura de Computadors
dc.contributor	Universitat Politècnica de Catalunya. Departament de Ciències de la Computació
dc.contributor	Universitat Politècnica de Catalunya. Departament d'Enginyeria Electrònica
dc.contributor	Universitat Politècnica de Catalunya. CBA - Sistemes de Comunicacions i Arquitectures de Banda Ampla
dc.contributor	Universitat Politècnica de Catalunya. EPIC - Energy Processing and Integrated Circuits
dc.contributor.author	Mestres Sugrañes, Albert
dc.contributor.author	Rodríguez Natal, Alberto
dc.contributor.author	Carner Marsal, Josep
dc.contributor.author	Barlet Ros, Pere
dc.contributor.author	Alarcón Cot, Eduardo José
dc.contributor.author	Sole, Marc
dc.contributor.author	Muntés Mulero, Victor
dc.contributor.author	Meyer, David
dc.contributor.author	Barkai, Sharon
dc.contributor.author	Hibbett, Mike J.
dc.contributor.author	Estrada, Giovani
dc.contributor.author	Coras, Florin-Tudorel
dc.contributor.author	Ermagan, Vina
dc.contributor.author	Latapie, Hugo
dc.contributor.author	Cassar, Chris
dc.contributor.author	Evans, John
dc.contributor.author	Walrand, Jean
dc.contributor.author	Cabellos Aparicio, Alberto
dc.date	2017-07-01
dc.identifier.citation	Mestres, A., Rodriguez, A., Carner, J., Barlet, P., Alarcon, E., Sole, M., Muntés, V., Meyer, D., Barkai, S., Hibbett, M., Estrada, G., Coras, F., Ermagan, V., Latapie, H., Cassar, C., Evans, J., Walrand, J., A. C. Knowledge-defined networking. "Computer communication review", 1 Juliol 2017, vol. 47, núm. 3, p. 1-10.
dc.identifier.citation	0146-4833
dc.identifier.citation	10.1145/3138808.3138810
dc.identifier.uri	http://hdl.handle.net/2117/108208
dc.language.iso	eng
dc.relation	https://dl.acm.org/citation.cfm?id=3138810
dc.rights	info:eu-repo/semantics/openAccess
dc.subject	Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Telemàtica i xarxes d'ordinadors
dc.subject	Computer networks
dc.subject	Knowledge plane
dc.subject	Knowledge-defined networking
dc.subject	Machine learning
dc.subject	Network analytics
dc.subject	NFV
dc.subject	SDN
dc.subject	Ordinadors, Xarxes d'
dc.title	Knowledge-defined networking
dc.type	info:eu-repo/semantics/submittedVersion
dc.type	info:eu-repo/semantics/article
dc.description.abstract	The research community has considered in the past the application of Artificial Intelligence (AI) techniques to control and operate networks. A notable example is the Knowledge Plane proposed by D.Clark et al. However, such techniques have not been extensively prototyped or deployed in the field yet. In this paper, we explore the reasons for the lack of adoption and posit that the rise of two recent paradigms: Software-Defined Networking (SDN) and Network Analytics (NA), will facilitate the adoption of AI techniques in the context of network operation and control. We describe a new paradigm that accommodates and exploits SDN, NA and AI, and provide use-cases that illustrate its applicability and benefits. We also present simple experimental results that support, for some relevant use-cases, its feasibility. We refer to this new paradigm as Knowledge-Defined Networking (KDN).
dc.description.abstract	Peer Reviewed

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