[HTML][HTML] Technology trends and challenges in SDN and service assurance for end-to-end network slicing

K Park, S Sung, H Kim, J Jung - Computer Networks, 2023 - Elsevier
Network slicing is a core technology to enable new services and solutions in 5G and
upcoming 6G communications https://www. overleaf. com/project …

[HTML][HTML] Graph Neural Networks for Routing Optimization: Challenges and Opportunities

W Jiang, H Han, Y Zhang, J Wang, M He, W Gu, J Mu… - Sustainability, 2024 - mdpi.com
In this paper, we explore the emerging role of graph neural networks (GNNs) in optimizing
routing for next-generation communication networks. Traditional routing protocols, such as …

Wireless powered metaverse: Joint task scheduling and trajectory design for multi-devices and multi-UAVs

X Wang, J Li, Z Ning, Q Song, L Guo… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
To support the running of human-centric metaverse applications on mobile devices,
Unmanned Aerial Vehicle (UAV)-assisted Wireless Powered Mobile Edge Computing …

USTB 6G: Key technologies and metaverse applications

H Zhang, D Wang, S Wu, W Guan… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Metaverse applications would play a vital role in 6G. To meet the diverse requirements of
different services in Metaverse and also satisfy the demands for green communication, the …

LinkSlice: Fine-grained network slice enforcement based on deep reinforcement learning

T Wang, S Chen, Y Zhu, A Tang… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Considering network slicing in a cellular network, one of the most intriguing tasks is slice
enforcement over air interfaces across multiple cells. The challenges lie in several aspects …

A Multi-Level Deep RL-Based Network Slicing and Resource Management for O-RAN-Based 6G Cell-Free Networks

N Ghafouri, JS Vardakas, K Ramantas… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the deployment of the fifth generation (5G) of cellular networks, the focus of the
information society has switched to the next era in which the limitations of 5G will be …

Big data analytics for dynamic network slicing in 5G and beyond with dynamic user preferences

M Syamala, R Anusuya, SK Sonkar, C Goswami… - Optical and Quantum …, 2024 - Springer
Network slices represent a valuable technique to utilize the full resources of fifth-generation
(5G) platforms. This allows verticals to control and utilize separate virtual systems on the …

Distributed DNN inference with fine-grained model partitioning in mobile edge computing networks

H Li, X Li, Q Fan, Q He, X Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Model partitioning is a promising technique for improving the efficiency of distributed
inference by executing partial deep neural network (DNN) models on edge servers (ESs) or …

Routing and scheduling for low latency and reliability in time-sensitive software-defined IIoT

L Ji, S He, C Gu, Z Shi, J Chen - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
Time-sensitive software-defined networking (TSSDN) is an emerging technology that
combines the real-time network configuration capabilities of software-defined networking …

Deep Reinforcement Learning for Online Resource Allocation in Network Slicing

Y Cai, P Cheng, Z Chen, M Ding… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Network slicing is a key enabler of 5G and beyond networks to satisfy the diverse quality of
service (QoS) requirements of different services simultaneously. In network slicing, radio …