A survey on beyond 5g network slicing for smart cities applications

W Rafique, J Barai, AO Fapojuwo… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Beyond fifth generation (B5G) is expected to tremendously improve network capabilities by
using a higher frequency band compared to 5G, capable of delivering higher network …

On the specialization of fdrl agents for scalable and distributed 6g ran slicing orchestration

F Rezazadeh, L Zanzi, F Devoti… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Network slicing enables multiple virtual networks to be instantiated and customized to meet
heterogeneous use case requirements over 5G and beyond network deployments …

Machine learning for zero-touch management in heterogeneous industrial networks-a review

M Friesen, L Wisniewski… - 2022 IEEE 18th …, 2022 - ieeexplore.ieee.org
Over the past decades industrial communication networks have evolved into highly diverse
and heterogeneous environments, with a variety of different technologies being deployed to …

Applications of machine learning in resource management for RAN-slicing in 5G and beyond networks: A survey

Y Azimi, S Yousefi, H Kalbkhani, T Kunz - IEEE Access, 2022 - ieeexplore.ieee.org
One of the key foundations of 5th Generation (5G) and beyond 5G (B5G) networks is
network slicing, in which the network is partitioned into several separated logical networks …

Machine learning in network slicing—a survey

HP Phyu, D Naboulsi, R Stanica - IEEE Access, 2023 - ieeexplore.ieee.org
5G and beyond networks are expected to support a wide range of services, with highly
diverse requirements. Yet, the traditional “one-size-fits-all” network architecture lacks the …

Zero-touch networks: Towards next-generation network automation

M El Rajab, L Yang, A Shami - Computer Networks, 2024 - Elsevier
The Zero-touch network and Service Management (ZSM) framework represents an
emerging paradigm in the management of the fifth-generation (5G) and Beyond (5G+) …

Neuro-symbolic explainable artificial intelligence twin for zero-touch IoE in wireless network

MS Munir, KT Kim, A Adhikary, W Saad… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Explainable artificial intelligence (XAI) twin systems will be a fundamental enabler of zero-
touch network and service management (ZSM) for sixth-generation (6G) wireless networks …

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 …

A federated DRL approach for smart micro-grid energy control with distributed energy resources

F Rezazadeh, N Bartzoudis - 2022 IEEE 27th International …, 2022 - ieeexplore.ieee.org
The prevalence of the Internet of things (IoT) and smart meters devices in smart grids is
providing key support for measuring and analyzing the power consumption patterns. This …

A zero-touch network service management approach using AI-enabled CDR analysis

A Rizwan, M Jaber, F Filali, A Imran… - IEEE Access, 2021 - ieeexplore.ieee.org
The detection of cells with sub-optimal performance and the identification of the root-cause
of such performance is a crucial and challenging task in Network Performance Management …