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Intent-based networking and its application to optical networks [Invited Tutorial]

delete2021-10-13
delete16
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OA
AI
L
Luis Velasco *
S
Sima Barzegar
F
Fatemehsadat Tabatabaeimehr
M
Marc Ruiz
DOI:10.1364/JOCN.438255delete
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Abstract

Abstract

En 中文
The intent-based networking (IBN) paradigm targets defining high-level abstractions so network operators can define what their desired outcomes are without specifying how they would be achieved. The latter can be achieved by leveraging network programmability, monitoring, and data analytics, as well as the key assurance component. In this tutorial, we introduce the IBN paradigm and its application to optical networking, high-lighting the benefits that machine learning (ML) algorithms can provide to IBN. Because the deployment of ML applications requires a specific orchestrator to create ML functions that are connected as ML pipelines, we show an implementation of such an orchestrator. Some challenges and solutions are presented for the generation of accurate synthetic data, proactive self-configuration, and cooperative intent operation. Illustrative examples of intent-based operation and numerical results are presented, and the obtained performance is discussed. (C) 2021 Optical Society of America
Keywords:
ARCHITECTURE
IDENTIFICATION
LOCALIZATION
ASSIGNMENT
SPECTRUM

Journal

Journal of Optical Communications and Networking cover
Journal of Optical Communications and Networking
IF:
4.3
Papers:
2.2K
Citations:
3.8K

Organization

U
universitat politecnica de catalunya
Scholars:
1.9W
Papers: 1.6W
Citations: 17