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When NLP meets SDN : an application to Global Internet eXchange Network

Domaine:

digital infrastructurenatural language processing

Type de record:

papersoftware
Créateur:
NguSouTraSou
Éditeur:
LabDépLabCIR
Éditeur:
CCSDIEEE
Hôte:avatar
International audience Software-Defined Networking (SDN) and its extension Intent-Based Networking (IBN) are network paradigms that enable dynamic, programmatically efficient network configuration. IBN allows network operators to express an outcome or business objective without the low-level configurations necessary to program the network to achieve these demands. Existing research proposals for IBN introduce several systems to translate users intents into network infrastructure configurations. Despite the positive aspects of these proposals, they still suffer from many drawbacks. Some require users to learn a new intent definition language. Some others may lack the appropriate grammar to make these frameworks recognize the intent correctly. In this paper, we introduce a framework leveraging the capabilities of Natural Language Processing (NLP) for network management from an operator utterances. In order to understand natural language, our framework uses the sequence-to-sequence (seq2seq) learning model based on recurrent neural networks (LSTM). The model has been improved by using word embedding and user feedback. As a proof of concept, we implement our framework for network management in a Global Internet eXchange Network and evaluate its practicality regarding NLP accuracy and network performance.

Visit

hal.science

Tags

Natural Language Processing (NLP)Intent-Based Networking (IBN)Internet eXchange Points (IXP)Artificial Intelligence (AI)Software-Defined Networking (SDN)Software-Defined Networking (SDN) Intent-Based Networking (IBN) Natural Language Processing (NLP) Artificial Intelligence (AI) Internet eXchange Points (IXP)[INFO]Computer Science [cs]

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