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End-to-End Intent-Based Networking

delete2021-10-01
delete33
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OA
AI
L
Luis Velasco *
Ó
Óscar González de Dios
C
Chrysa Papagianni
R
Roberto Bifulco
J
Juan José Vegas Olmos
S
Simon Pryor
G
Gino Carrozzo
J
Julius Schulz-Zander
M
Mehdi Bennis
R
Ricardo Martí­nez
F
Filippo Cugini
C
Claudio Salvadori
V
Vincent Lefèbvre
L
Luca Valcarenghi
M
Marc Ruiz
DOI:10.1109/MCOM.101.2100141delete
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Abstract

Abstract

En 中文
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.
Keywords:
MANAGEMENT

Journal

IEEE Communications Magazine cover
IEEE Communications Magazine
IF:
8.2
Papers:
6.9K
Citations:
2.2W

Organization

U
university of amsterdam
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Papers: 5.1W
Citations: 94
U
University of Oulu
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Papers: 1.3W
Citations: 1.6W
N
nvidia corporation
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767
Papers: 439
Citations: 1
T
telecom italia
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287
Papers: 216
Citations: 0
U
universitat politecnica de catalunya
Scholars:
1.9W
Papers: 1.6W
Citations: 17
N
nec corporation
Scholars:
1.0K
Papers: 953
Citations: 0
T
telefonica sa
Scholars:
533
Papers: 353
Citations: 1
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