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Intent-based networking and its application to optical networks [invited tutorial]
- Source :
- UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC)
- Publication Year :
- 2022
-
Abstract
- 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, highlighting 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. The research leading to these results has received funding from the MICINN IBON (PID2020-114135RB-I00) project and from the ICREA Institution.
- Subjects :
- Learning (artificial intelligence)
Artificial neural network
Computer Networks and Communications
business.industry
Computer science
Optical communications
Optical fibre networks
Data analysis
Network topology
Automation
Networking hardware
Enginyeria de la telecomunicació::Telecomunicació òptica [Àrees temàtiques de la UPC]
Software deployment
Component (UML)
Machine learning
Aprenentatge automàtic
Key (cryptography)
Optical networking
Comunicacions òptiques
Optical computing
business
Software engineering
Telecommunication computing
Subjects
Details
- Language :
- English
- ISSN :
- 20201141
- Database :
- OpenAIRE
- Journal :
- UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC)
- Accession number :
- edsair.doi.dedup.....03b9f2c78bbc67b3f91a4d9ba863dcbf