Toward integrating intelligence and programmability in open radio access networks: A comprehensive survey

A Arnaz, J Lipman, M Abolhasan, M Hiltunen - Ieee Access, 2022 - ieeexplore.ieee.org
Open RAN is an emerging vision and an advancement of the Radio Access Network (RAN).
Its purpose is to implement a vendor and network-generation agnostic RAN, provide …

Intelligent network data analytics function in 5G cellular networks using machine learning

S Sevgican, M Turan, K Gökarslan… - Journal of …, 2020 - ieeexplore.ieee.org
5G cellular networks come with many new features compared to the legacy cellular
networks, such as network data analytics function (NWDAF), which enables the network …

A UAV-based moving 5G RAN for massive connectivity of mobile users and IoT devices

N Nomikos, ET Michailidis, P Trakadas… - Vehicular …, 2020 - Elsevier
Currently, the coexistence of multiple users and devices challenges the network's ability to
reliably connect them. This article proposes a novel communication architecture that …

A comparative study for Time Series Forecasting within software 5G networks

P Chakraborty, M Corici… - 2020 14th International …, 2020 - ieeexplore.ieee.org
5G has a very flexible network architecture due to virtualization and will come with various
customisations based on different use cases. 5G also promises to provide intelligent …

Network load prediction and anomaly detection using ensemble learning in 5G cellular networks

U Haider, M Waqas, M Hanif, H Alasmary… - Computer …, 2023 - Elsevier
Network data analytics significantly improved the 5G cellular networks. Data analytics allows
network administrators and operators to use the machine and deep learning to analyse the …

Actor-critic-based learning for zero-touch joint resource and energy control in network slicing

F Rezazadeh, H Chergui, L Christofi… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
To harness the full potential of beyond 5G (B5G) communication systems, zero-touch
network slicing (NS) is viewed as a promising fully-automated management and …

Deep Learning-Based Symptomizing Cyber Threats Using Adaptive 5G Shared Slice Security Approaches

A Majeed, AM Alnajim, A Waseem, A Khaliq, A Naveed… - Future Internet, 2023 - mdpi.com
In fifth Generation (5G) networks, protection from internal attacks, external breaches,
violation of confidentiality, and misuse of network vulnerabilities is a challenging task …

[PDF][PDF] Network-Aided Intelligent Traffic Steering in 5G Mobile Networks.

DY Kim, S Kim - Computers, Materials & Continua, 2020 - cdn.techscience.cn
Recently, the fifth generation (5G) of mobile networks has been deployed and various
ranges of mobile services have been provided. The 5G mobile network supports improved …

AI-driven, context-aware profiling for 5G and beyond networks

N Koursioumpas, S Barmpounakis… - … on Network and …, 2021 - ieeexplore.ieee.org
In the era of Industrial Internet of Things (IIoT) and Industry 4.0, an immense volume of
heterogeneous network devices will coexist and contend for shared network resources, in …

Service-based Analytics for 5G open experimentation platforms

E Aumayr, G Caso, AM Bosneag, AD Zayas, Ö Alay… - Computer Networks, 2022 - Elsevier
A scalable, flexible and reliable Analytics service has become a requirement toward building
efficient Fifth Generation (5G) experimental platforms that can support a suite of end-user …