[HTML][HTML] Machine learning-based zero-touch network and service management: A survey

J Gallego-Madrid, R Sanchez-Iborra, PM Ruiz… - Digital Communications …, 2022 - Elsevier
The exponential growth of mobile applications and services during the last years has
challenged the existing network infrastructures. Consequently, the arrival of multiple …

Vnf and cnf placement in 5g: Recent advances and future trends

W Attaoui, E Sabir, H Elbiaze… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the growing demand for openness, scalability, and granularity, mobile network function
virtualization (NFV) has emerged as a key enabler for the most of mobile network operators …

Automatic virtual network embedding: A deep reinforcement learning approach with graph convolutional networks

Z Yan, J Ge, Y Wu, L Li, T Li - IEEE Journal on Selected Areas …, 2020 - ieeexplore.ieee.org
Virtual network embedding arranges virtual network services onto substrate network
components. The performance of embedding algorithms determines the effectiveness and …

A theoretical discussion and survey of network automation for IoT: Challenges and opportunity

ST Arzo, C Naiga, F Granelli, R Bassoli… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
The introduction of the Internet of Things (IoT) and massive machine-type communications
has implied an increase in network size and complexity. In particular, there is already a huge …

Overbooking network slices through yield-driven end-to-end orchestration

JX Salvat, L Zanzi, A Garcia-Saavedra… - Proceedings of the 14th …, 2018 - dl.acm.org
Network slicing allows mobile operators to offer, via proper abstractions, mobile
infrastructure (radio, networking, computing) to vertical sectors traditionally alien to the telco …

Benchmarking open source NFV MANO systems: OSM and ONAP

GM Yilma, ZF Yousaf, V Sciancalepore… - Computer …, 2020 - Elsevier
With the increasing trend in softwarization and virtualization of network functions and
systems, NFV management and orchestration (MANO) solutions are being developed to …

OKpi: All-KPI network slicing through efficient resource allocation

J Martín-Pérez, F Malandrino… - … -IEEE Conference on …, 2020 - ieeexplore.ieee.org
Networks can now process data as well as transporting it; it follows that they can support
multiple services, each requiring different key performance indicators (KPIs). Because of the …

Intelligent-slicing: An AI-assisted network slicing framework for 5G-and-beyond networks

AA Abdellatif, A Abo-Eleneen… - … on Network and …, 2023 - ieeexplore.ieee.org
5G-and-beyond networks are designed to fulfill the communication and computation
requirements of various industries, which requires not only transporting the data, but also …

A novel autonomous profiling method for the next-generation nfv orchestrators

S Moazzeni, P Jaisudthi, A Bravalheri… - … on Network and …, 2020 - ieeexplore.ieee.org
Currently, telecommunication research communities are striving towards the adoption of
Zero-touch network and Service Management (ZSM) in Network Function Virtualisation …

Container placement and migration strategies for cloud, fog, and edge data centers: A survey

K Kaur, F Guillemin, F Sailhan - International Journal of …, 2022 - Wiley Online Library
The last decade has witnessed important development of network softwarization that has
revolutionized the practice of networks. Virtualized networks bring novel and specific …