End-to-End Intent-Based Networking

To reap its full benefits, 5G must evolve into a scalable decentralized architecture by exploiting intelligence ubiquitously and securely across different technologies, network layers, and segments. In this article, we propose end-to-end and ubiquitous secure machine learning (ML)-powered intent-bas...

Descripción completa

Detalles Bibliográficos
Autores: velasci, Luis, Signorelli, M, González Dios, Oscar, Papagianni, C, Bifulco, R, Vegas Olmos, Juan Jose, Pryor, S, Carrozzo, G, Schulz-Zander, J, Bennis, M, Martinez, R, Cugini, F, Salvadori, C, Lefebvre, V, Valcarenghi, L, Ruiz, M
Tipo de recurso: artículo
Estado:Versión publicada
Fecha de publicación:2021
País:España
Institución:Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
Repositorio:r-CTTC. Repositorio Institucional Producción Científica del Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
OAI Identifier:oai:cttc.fundanetsuite.com:p4143
Acceso en línea:https://cttc.fundanetsuite.com/Publicaciones/ProdCientif/PublicacionFrw.aspx?id=4143
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85120528686&doi=10.1109%2fMCOM.101.2100141&partnerID=40&md5=6bf9a136765bf624f39588a7e280fc45
Access Level:acceso abierto
Palabra clave:5G mobile communication systems
Learning systems
Decentralized architecture
Dynamic infrastructure
End to end
End-to-end network
End-to-end service
Network operations
Network segment
Service assurance
Service operations
Technology network
Network layers
id ES_e9854b550570b73cbcc044dbc78d7cee
oai_identifier_str oai:cttc.fundanetsuite.com:p4143
network_acronym_str ES
network_name_str España
repository_id_str
spelling End-to-End Intent-Based Networkingvelasci, LuisSignorelli, MGonzález Dios, OscarPapagianni, CBifulco, RVegas Olmos, Juan JosePryor, SCarrozzo, GSchulz-Zander, JBennis, MMartinez, RCugini, FSalvadori, CLefebvre, VValcarenghi, LRuiz, M5G mobile communication systemsLearning systemsDecentralized architectureDynamic infrastructureEnd to endEnd-to-end networkEnd-to-end serviceNetwork operationsNetwork segmentService assuranceService operationsTechnology networkNetwork layersTo reap its full benefits, 5G must evolve into a scalable decentralized architecture by exploiting intelligence ubiquitously and securely across different technologies, network layers, and segments. In this article, we propose end-to-end and ubiquitous secure machine learning (ML)-powered intent-based networking (IBN). The IBN framework is aware of its state and context to autonomously take proactive actions for service assurance. It is integrated in a zero-touch control and orchestration framework featuring an ML function orchestrator to manage ML pipelines. The objective is to create an elastic and dynamic infrastructure supporting per-domain and end-to-end network and services operation. The solution is supported by a radio access network and forwarding plane, and a cloud/edge virtualization infrastructure with ML acceleration. The resulting framework supports application-level resilience and intelligence through replication and elasticity. An illustrative intelligent application use case is presented. © 1979-2012 IEEE.Institute of Electrical and Electronics Engineers Inc.2021info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttps://cttc.fundanetsuite.com/Publicaciones/ProdCientif/PublicacionFrw.aspx?id=4143https://www.scopus.com/inward/record.uri?eid=2-s2.0-85120528686&doi=10.1109%2fMCOM.101.2100141&partnerID=40&md5=6bf9a136765bf624f39588a7e280fc45IEEE COMMUNICATIONS MAGAZINEISSN: 01636804ISSNe: 15581896reponame:r-CTTC. Repositorio Institucional Producción Científica del Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)instname:Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)Inglésinfo:eu-repo/semantics/openAccessoai:cttc.fundanetsuite.com:p41432026-06-17T11:44:47Z
dc.title.none.fl_str_mv End-to-End Intent-Based Networking
title End-to-End Intent-Based Networking
spellingShingle End-to-End Intent-Based Networking
velasci, Luis
5G mobile communication systems
Learning systems
Decentralized architecture
Dynamic infrastructure
End to end
End-to-end network
End-to-end service
Network operations
Network segment
Service assurance
Service operations
Technology network
Network layers
title_short End-to-End Intent-Based Networking
title_full End-to-End Intent-Based Networking
title_fullStr End-to-End Intent-Based Networking
title_full_unstemmed End-to-End Intent-Based Networking
title_sort End-to-End Intent-Based Networking
dc.creator.none.fl_str_mv velasci, Luis
Signorelli, M
González Dios, Oscar
Papagianni, C
Bifulco, R
Vegas Olmos, Juan Jose
Pryor, S
Carrozzo, G
Schulz-Zander, J
Bennis, M
Martinez, R
Cugini, F
Salvadori, C
Lefebvre, V
Valcarenghi, L
Ruiz, M
author velasci, Luis
author_facet velasci, Luis
Signorelli, M
González Dios, Oscar
Papagianni, C
Bifulco, R
Vegas Olmos, Juan Jose
Pryor, S
Carrozzo, G
Schulz-Zander, J
Bennis, M
Martinez, R
Cugini, F
Salvadori, C
Lefebvre, V
Valcarenghi, L
Ruiz, M
author_role author
author2 Signorelli, M
González Dios, Oscar
Papagianni, C
Bifulco, R
Vegas Olmos, Juan Jose
Pryor, S
Carrozzo, G
Schulz-Zander, J
Bennis, M
Martinez, R
Cugini, F
Salvadori, C
Lefebvre, V
Valcarenghi, L
Ruiz, M
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
dc.subject.none.fl_str_mv 5G mobile communication systems
Learning systems
Decentralized architecture
Dynamic infrastructure
End to end
End-to-end network
End-to-end service
Network operations
Network segment
Service assurance
Service operations
Technology network
Network layers
topic 5G mobile communication systems
Learning systems
Decentralized architecture
Dynamic infrastructure
End to end
End-to-end network
End-to-end service
Network operations
Network segment
Service assurance
Service operations
Technology network
Network layers
description To reap its full benefits, 5G must evolve into a scalable decentralized architecture by exploiting intelligence ubiquitously and securely across different technologies, network layers, and segments. In this article, we propose end-to-end and ubiquitous secure machine learning (ML)-powered intent-based networking (IBN). The IBN framework is aware of its state and context to autonomously take proactive actions for service assurance. It is integrated in a zero-touch control and orchestration framework featuring an ML function orchestrator to manage ML pipelines. The objective is to create an elastic and dynamic infrastructure supporting per-domain and end-to-end network and services operation. The solution is supported by a radio access network and forwarding plane, and a cloud/edge virtualization infrastructure with ML acceleration. The resulting framework supports application-level resilience and intelligence through replication and elasticity. An illustrative intelligent application use case is presented. © 1979-2012 IEEE.
publishDate 2021
dc.date.none.fl_str_mv 2021
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv https://cttc.fundanetsuite.com/Publicaciones/ProdCientif/PublicacionFrw.aspx?id=4143
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85120528686&doi=10.1109%2fMCOM.101.2100141&partnerID=40&md5=6bf9a136765bf624f39588a7e280fc45
url https://cttc.fundanetsuite.com/Publicaciones/ProdCientif/PublicacionFrw.aspx?id=4143
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85120528686&doi=10.1109%2fMCOM.101.2100141&partnerID=40&md5=6bf9a136765bf624f39588a7e280fc45
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Institute of Electrical and Electronics Engineers Inc.
publisher.none.fl_str_mv Institute of Electrical and Electronics Engineers Inc.
dc.source.none.fl_str_mv IEEE COMMUNICATIONS MAGAZINE
ISSN: 01636804
ISSNe: 15581896
reponame:r-CTTC. Repositorio Institucional Producción Científica del Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
instname:Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
instname_str Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
reponame_str r-CTTC. Repositorio Institucional Producción Científica del Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
collection r-CTTC. Repositorio Institucional Producción Científica del Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1869423058753683456
score 15.81155

Similares en LA Referencia