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
… process consist of providing a ML algorithm with examples of … able to support massive new
uses and others uses that would … We have presented some interesting use cases, which allow …

Machine learning for 5G/B5G mobile and wireless communications: Potential, limitations, and future directions

ME Morocho-Cayamcela, H Lee, W Lim - IEEE access, 2019 - ieeexplore.ieee.org
… network requirement, emphasizing its specific use cases and … 5G (B5G), providing future
research directions for how ML … been proposed with pleasant results under 5G scenarios [125], […

Machine learning techniques for 5G and beyond

J Kaur, MA Khan, M Iftikhar, M Imran, QEU Haq - IEEE Access, 2021 - ieeexplore.ieee.org
… cations in achieving learning from scenarios which are more … layer technology for 5G and
6G by providing better throughput … 6G can be used more productively to benefit users and help

Role of machine learning and deep learning in securing 5G-driven industrial IoT applications

P Sharma, S Jain, S Gupta, V Chamola - Ad Hoc Networks, 2021 - Elsevier
… industrial use cases like smart cities and smart houses will operate … equipment to deliver
smart services to users. The architecture … and can act more efficiently in the big data scenario. …

Analysis of network slicing for management of 5G networks using machine learning techniques

R Singh, A Mehbodniya, JL Webber… - Wireless …, 2022 - Wiley Online Library
… over a network in a number of scenarios using this paradigm. … Fifth-generation (5G) networks
are aim at delivering the most … in 5G networks to accommodate a broad range of use cases. …

Usage of network simulators in machine-learning-assisted 5G/6G networks

F Wilhelmi, M Carrascosa, C Cano… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
… These use cases comprise heterogeneous scenarios with … network simulators can contribute
to providing reliable and … operators’ use case (eg, energy saving enabled by deep learning). …

Throughput prediction using machine learning in LTE and 5G networks

D Minovski, N Ögren, K Mitra… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… Network slicing is a key technology in delivering the 5G multi-… The V2X requirements from
the stakeholder, for our usecase, … We envision a scenario where the stakeholder will have multi…

Optimal 5G network slicing using machine learning and deep learning concepts

MH Abidi, H Alkhalefah, K Moiduddin, M Alazab… - Computer Standards & …, 2021 - Elsevier
… , involved by this demanding use case. Simulation outcomes … In this scenario, the effective
management of network … that is being optimally selected for providing better training to NN by …

Machine learning at the edge: A data-driven architecture with applications to 5G cellular networks

M Polese, R Jana, V Kounev, K Zhang… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… base station, and a use case in which these predictions are … techniques to mobile and cellular
scenarios in order to optimize … cellular networks, providing results and conclusions based …

Towards energy efficient 5G networks using machine learning: Taxonomy, research challenges, and future research directions

A Mughees, M Tahir, MA Sheikh, A Ahad - Ieee Access, 2020 - ieeexplore.ieee.org
… The 5G network is expected to deliver a wide range of services … is in line with the previous
generation use cases where the … For real-time scenarios, more time-efficient algorithms are …