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NLP Powered Intent Based Network Management for Private 5G Networks
dc.contributor.author | McNamara, Joseph | |
dc.contributor.author | Chinchilla Romero, Lorena | |
dc.date.accessioned | 2023-06-07T06:49:24Z | |
dc.date.available | 2023-06-07T06:49:24Z | |
dc.date.issued | 2023-04-17 | |
dc.identifier.citation | J. Mcnamara et al.: NLP Powered Intent Based Network Management for Private 5G Networks. IEEE Access, vol. 11, 2023. [DOI: 10.1109/ACCESS.2023.3265894] | es_ES |
dc.identifier.uri | https://hdl.handle.net/10481/82301 | |
dc.description.abstract | Intent driven networking holds the promise of simplifying network operations by allowing operators to use declarative, instead of imperative, interfaces. Adoption of this technology for 5G and beyond networks is however still in its infancy, where the required architectures, platforms, interfaces and algorithms are still being discussed. In this work, we present the design and implementation of a novel intent based platform for private 5G networks powered by a Natural Language Processing (NLP) interface. We demonstrate how our platform simplifies network operations in three relevant private network use cases, including: i) an intent based slice provisioning use case, ii) an intent based positioning use case, and iii) an intent based service deployment use case. Finally, all use cases are benchmarked in terms of intent provisioning time. | es_ES |
dc.description.sponsorship | European Commission’s Horizon 2020 871428, 5G-CLARITY | es_ES |
dc.language.iso | eng | es_ES |
dc.publisher | IEEE | es_ES |
dc.rights | Atribución 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | * |
dc.subject | Artificial intelligence | es_ES |
dc.subject | Intent based networking | es_ES |
dc.subject | Machine learning | es_ES |
dc.subject | Natural language processing | es_ES |
dc.subject | Private 5G networks | es_ES |
dc.title | NLP Powered Intent Based Network Management for Private 5G Networks | es_ES |
dc.type | journal article | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/EC/H2020/871428 | es_ES |
dc.rights.accessRights | open access | es_ES |
dc.identifier.doi | 10.1109/ACCESS.2023.3265894 | |
dc.type.hasVersion | VoR | es_ES |
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Publicaciones financiadas por Framework Programme 7, Horizonte 2020, Horizonte Europa... del European Research Council de la Unión Europea en el marco del Proyecto OpenAIRE que promueve el acceso abierto a Europa.