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A QoE-oriented Cognition-based Management System for 5G Slices: The SliceNet Approach

Authors: Pagès, Albert; Agraz, Fernando; Spadaro, Salvatore; Montero, Rafael; Vasilakos, Xenofon; Ferdosian, Nasim; Nikaein, Navid; +14 Authors

A QoE-oriented Cognition-based Management System for 5G Slices: The SliceNet Approach

Abstract

Provisioning of network slices with appropriate Quality of Experience (QoE) guarantees is one of the key enablers for 5G networks. However, it poses several challenges in the slice management that need to be addressed to achieve an efficient end-to-end (E2E) services delivery. These challenges, among others, include the estimation of QoE Key Performance Indicators (KPIs) from monitored metrics and the corresponding reconfiguration operations (actuations) in order to support and maintain the desired quality levels. In this context, SliceNet provides a design and an implementation of a cognitive slice management framework that leverages machine learning (ML) techniques in order to proactively maintain network conditions in the required state that assures E2E QoE, as perceived by the vertical customers.

Keywords

5G slices; network management; cognition; Quality of Experience (QoE)

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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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