Artificial intelligence and machine learning in 5G and beyond: a survey and perspectives

A Haidine, FZ Salmam, A Aqqal… - … technologies for 5G and …, 2021 - books.google.com
The deployment of 4G/LTE (Long Term Evolution) mobile network has solved the major
challenge of high capacities, to build real broadband mobile Internet. This was possible …

Vertical industries requirements analysis & targeted KPIs for advanced 5G trials

T Doukoglou, V Gezerlis, K Trichias… - … on Networks and …, 2019 - ieeexplore.ieee.org
Just before the commercial roll-out of European 5G networks, 5G trials in realistic
environments have been recently initiated all around Europe, as part of the Phase 3 projects …

Towards ubiquitous AI in 6G with federated learning

Y Xiao, G Shi, M Krunz - arXiv preprint arXiv:2004.13563, 2020 - arxiv.org
With 5G cellular systems being actively deployed worldwide, the research community has
started to explore novel technological advances for the subsequent generation, ie, 6G. It is …

SyntheticNET: A 3GPP compliant simulator for AI enabled 5G and beyond

SMA Zaidi, M Manalastas, H Farooq, A Imran - IEEE Access, 2020 - ieeexplore.ieee.org
The rapid evolution of cellular system design towards 5G and beyond gives rise to a need
for investigation of the new features, design proposals and solutions in realistic settings for …

Knowledge-driven deep learning paradigms for wireless network optimization in 6g

R Sun, N Cheng, C Li, F Chen, W Chen - IEEE Network, 2024 - ieeexplore.ieee.org
In the sixth-generation (6G) networks, newly emerging diversified services of massive users
in dynamic network environments are required to be satisfied by multi-dimensional …

Artificial intelligence defined 5G radio access networks

M Yao, M Sohul, V Marojevic… - IEEE Communications …, 2019 - ieeexplore.ieee.org
Massive multiple-input multiple-output antenna systems, millimeter-wave communications,
and ultra-dense networks have been widely perceived as the three key enablers that …

[HTML][HTML] Trends in intelligent communication systems: Review of standards, major research projects, and identification of research gaps

K Koufos, K EI Haloui, M Dianati, M Higgins… - Journal of Sensor and …, 2021 - mdpi.com
The increasing complexity of communication systems, following the advent of
heterogeneous technologies, services and use cases with diverse technical requirements …

[HTML][HTML] Survey on intelligence edge computing in 6G: Characteristics, challenges, potential use cases, and market drivers

A Al-Ansi, AM Al-Ansi, A Muthanna, IA Elgendy… - Future Internet, 2021 - mdpi.com
Intelligence Edge Computing (IEC) is the key enabler of emerging 5G technologies networks
and beyond. IEC is considered to be a promising backbone of future services and wireless …

[HTML][HTML] Machine learning in beyond 5G/6G networks—State-of-the-art and future trends

VP Rekkas, S Sotiroudis, P Sarigiannidis, S Wan… - Electronics, 2021 - mdpi.com
Artificial Intelligence (AI) and especially Machine Learning (ML) can play a very important
role in realizing and optimizing 6G network applications. In this paper, we present a brief …

Federated Learning-Empowered Mobile Network Management for 5G and Beyond Networks: From Access to Core

J Lee, F Solat, TY Kim, HV Poor - … Communications Surveys & …, 2024 - ieeexplore.ieee.org
The fifth generation (5G) and beyond wireless networks are envisioned to provide an
integrated communication and computing platform that will enable multipurpose and …