A survey on intent-based networking

A Leivadeas, M Falkner - IEEE Communications Surveys & …, 2022 - ieeexplore.ieee.org
Current and future network services and applications are expected to revolutionize our
society and lifestyle. At the same time, the abundant possibilities that new network …

Machine learning-assisted closed-control loops for beyond 5g multi-domain zero-touch networks

NFS de Sousa, MT Islam, RU Mustafa… - Journal of Network and …, 2022 - Springer
Abstract End-to-End (E2E) services in beyond 5G (B5G) networks are expected to be built
upon resources and services distributed in multi-domain, multi-technology environments. In …

Network assurance in intent-based networking data centers with machine learning techniques

X Zheng, A Leivadeas - 2021 17th International conference on …, 2021 - ieeexplore.ieee.org
Intent-Based Networking (IBN) is a recently proposed networking solution that allows
networks to be configured and adapted autonomously according to the users' or operators' …

A quality of experience management method for intent-based software-defined networks

M Medvetskyi, M Beshley… - 2021 IEEE 16th …, 2021 - ieeexplore.ieee.org
The so-called IBN (Intent-based networking) is founded on the well-known SDN (Software-
Defined Network) and represents one of the most important emerging capabilities of network …

A supervised machine learning approach for dash video qoe prediction in 5g networks

R Ul Mustafa, S Ferlin, C Esteve Rothenberg… - Proceedings of the 16th …, 2020 - dl.acm.org
Future fifth generation (5G) networks are envisioned to provide improved Quality-of-
Experience (QoE) for applications by means of higher data rates, low and ultra-reliable …

Machine learning approach to estimate video QoE of encrypted DASH traffic in 5G networks

RU Mustafa, D Moura… - 2021 IEEE Statistical …, 2021 - ieeexplore.ieee.org
5G communication technologies promise reduced latency and increased throughput, among
other features. The so-called enhanced Mobile Broadband (eMBB) type of services will …

CLARA: Closed loop-based zero-touch network management framework

NFS de Sousa, CE Rothenberg - 2021 IEEE Conference on …, 2021 - ieeexplore.ieee.org
Evolving 5G systems are adopting strategic technologies such as SDN, NFV, Network
Slicing, and Intent-based Networking to provide flexibility, programmability, and more …

Intent-based networking approach for service route and QoS control on KOREN SDI

TA Khan, A Muhammad, W Akbar… - 2021 IEEE 7th …, 2021 - ieeexplore.ieee.org
Intent-Based Networking (IBN) is a model that enables proactive network control and
automation to satisfy high-level demands. It follows a closed-loop mechanism that abstracts …

QoE-oriented routing model for the future intent-based networking

A Pryslupskyi, M Beshley, H Beshley, Y Pyrih… - Future Intent-Based …, 2021 - Springer
Abstract The Software-Defined Networking (SDN) paradigm is attracting considerable
attention from industry and academia as a future Intent-Based Network (IBN) architecture. In …

EQMS: An improved energy-aware and QoE-aware video streaming policy across multiple competitive mobile devices

K Wheatman, F Mehmeti, M Mahon, TF La Porta… - Wireless …, 2023 - Springer
Video streaming on mobile devices necessitates a balance between Quality of Experience
(QoE) and energy consumption. Given large data sizes from video, extensive amounts of …