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 …

[HTML][HTML] A survey on Zero touch network and Service Management (ZSM) for 5G and beyond networks

M Liyanage, QV Pham, K Dev, S Bhattacharya… - Journal of Network and …, 2022 - Elsevier
Faced with the rapid increase in smart Internet-of-Things (IoT) devices and the high demand
for new business-oriented services in the fifth-generation (5G) and beyond network, the …

SLA management in intent-driven service management systems: A taxonomy and future directions

Y Sharma, D Bhamare, N Sastry, B Javadi… - ACM Computing …, 2023 - dl.acm.org
Traditional, slow and error-prone human-driven methods to configure and manage Internet
service requests are proving unsatisfactory. This is due to an increase in Internet …

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 …

Digital twin-based zero-touch management for IoT

J Ma, Y Guo, C Fang, Q Zhang - Electronics, 2022 - mdpi.com
The rapid development of the Internet of Things (IoT) requires network automation, to
improve management efficiency and reduce manual operations. Zero-touch network is a …

Towards a self-driving management system for the automated realization of intents

K Dzeparoska, N Beigi-Mohammadi… - IEEE …, 2021 - ieeexplore.ieee.org
Network management faces the interrelated challenges of increasing network complexity,
meeting sophisticated business requirements, and being subject to human oversight. Self …

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 …

Large language models in 6G security: challenges and opportunities

T Nguyen, H Nguyen, A Ijaz, S Sheikhi… - arXiv preprint arXiv …, 2024 - arxiv.org
The rapid integration of Generative AI (GenAI) and Large Language Models (LLMs) in
sectors such as education and healthcare have marked a significant advancement in …

Model-based reinforcement learning with automated planning for network management

A Ordonez, OM Caicedo, W Villota, A Rodriguez-Vivas… - Sensors, 2022 - mdpi.com
Reinforcement Learning (RL) comes with the promise of automating network management.
However, due to its trial-and-error learning approach, model-based RL (MBRL) is not …

Monitoring and Evaluation of 5G Key Performance Indicators in Media Vertical Applications

D Vordonis, D Giannopoulos… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
The main traffic type, volume-wise, delivered by modern communication networks is Media
traffic. The coming of fifth generation (5G) deeply influences streaming quality for end-users …