Zero touch management: A survey of network automation solutions for 5G and 6G networks

E Coronado, R Behravesh… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
Mobile networks are facing an unprecedented demand for high-speed connectivity
originating from novel mobile applications and services and, in general, from the adoption …

[HTML][HTML] Deep learning at the mobile edge: Opportunities for 5G networks

M McClellan, C Cervelló-Pastor, S Sallent - Applied Sciences, 2020 - mdpi.com
Mobile edge computing (MEC) within 5G networks brings the power of cloud computing,
storage, and analysis closer to the end user. The increased speeds and reduced delay …

Comprehensive Tutorial on the Organization of a Standards-Aligned Network Slice/Subnet Design Process and Opportunities for its Automation

P Wyszkowski, J Kienig, K Zieliński… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Building complex entities like Network Slices and their Subnets requires proper models and
methods to allow their convenient design and deployment. Despite significant progress in …

Deep learning for privacy preservation in autonomous moving platforms enhanced 5G heterogeneous networks

Y Wu, Y Ma, HN Dai, H Wang - Computer Networks, 2021 - Elsevier
Abstract 5G heterogeneous networks have become a promising platform to connect a
growing number of Internet-of-Things (IoT) devices and accommodate a wide variety of …

Predictive closed-loop service automation in O-RAN based network slicing

J Thaliath, S Niknam, S Singh, R Banerji… - IEEE …, 2022 - ieeexplore.ieee.org
Network slicing provides introduces customized and agile network deployment for managing
different service types for various verticals under the same infrastructure. To cater to the …

Analysis of traffic performance on network slicing using complex network theory

W Guan, H Zhang, VCM Leung - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In order to provide various customized services, network slicing as a key technology for fifth-
generation mobile networks enables wireless infrastructure to be sliced into multiple isolated …

Deep reinforcement learning for end-to-end network slicing: challenges and solutions

Q Liu, N Choi, T Han - IEEE Network, 2022 - ieeexplore.ieee.org
5G and beyond is expected to enable various emerging use cases with diverse performance
requirements from vertical industries. To serve these use cases cost-effectively, network …

Intelligent and agile control of edge resources for latency-sensitive IoT services

VP Kafle, AH Al Muktadir - IEEE Access, 2020 - ieeexplore.ieee.org
This paper presents an intelligent and agile resource control scheme for a latency-sensitive
virtual network function (VNF) of Internet of things directory service (IoT-DS) deployed in a …

Network slicing in virtualized 5G Core with VNF sharing

AJ Zharabad, S Yousefi, T Kunz - Journal of Network and Computer …, 2023 - Elsevier
Through multiplexing separate virtual networks on the same network infrastructure, network
slicing will lead to customization, scalability, flexibility, and isolation of services in different …

Network control and management automation: Architecture standardization perspective

VP Kafle, T Hirayama, T Miyazawa… - IEEE …, 2021 - ieeexplore.ieee.org
Artificial intelligence (AI) and machine learning (ML) techniques are becoming essential to
automate the control and management of complex systems, such as 5G and future networks …