[HTML][HTML] Graph Neural Networks for Routing Optimization: Challenges and Opportunities
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 …
routing for next-generation communication networks. Traditional routing protocols, such as …
Toward intent-based network automation for smart environments: A healthcare 4.0 use case
Y Njah, A Leivadeas, J Violos, M Falkner - IEEE Access, 2023 - ieeexplore.ieee.org
Today's organizations have been embracing digital transformation to boost the quality of
living within IoT-based smart-sustainable environments (eg, healthcare, factories, vehicles …
living within IoT-based smart-sustainable environments (eg, healthcare, factories, vehicles …
Data-driven network performance prediction for B5G networks: a graph neural network approach
M Yaqoob, R Trestian… - 2022 IEEE Ninth …, 2022 - ieeexplore.ieee.org
Extreme connectivity, dynamic resource provisioning and demand of quality assurance in
5G and Beyond 5G (B5G) networks calls for advance network modeling solutions. We need …
5G and Beyond 5G (B5G) networks calls for advance network modeling solutions. We need …
Paramounts of Intent-based Networking: Overview
M Mihaeljans, A Skrastins, J Porins - Elektronika ir Elektrotechnika, 2024 - eejournal.ktu.lt
This study is an exploration of the design of the state-of-the-art intent-based networking
(IBN) model. In IBN, communication means are initialised by user's (herein IT staff, not end …
(IBN) model. In IBN, communication means are initialised by user's (herein IT staff, not end …
Transnet: A High-accuracy Network Delay Prediction Model via Transformer and GNN in 6G
S Ding, J Li, Y Wu, D Wang… - 2024 IEEE Wireless …, 2024 - ieeexplore.ieee.org
In future 6G, bounded delay, ultra-high-reliability, and dedicated services will require high-
performance network modeling techniques for the accuracy pre-validation such as network …
performance network modeling techniques for the accuracy pre-validation such as network …
Proactive Intent Policy Activation: An ML-Assisted Resource Forecasting Approach
TA Khan, W Akbar, A Muhammad… - 2022 23rd Asia-Pacific …, 2022 - ieeexplore.ieee.org
Due to the mega-scale of next-generation networks, dynamic network policy management
and assessment is a continuous struggle for network operators. As a result, networks have …
and assessment is a continuous struggle for network operators. As a result, networks have …
SBR-based User Intent Extraction Mechanism for Intent-Based Network
J Jia, X Liang, P Xu, W Li, Y Hu, J Guan - International Conference on …, 2022 - Springer
As an promising technology to improve the network configuration efficiency, IBN (Intent-
Based Network) can realize the automatic configuration from users to devices, with the …
Based Network) can realize the automatic configuration from users to devices, with the …