Softwarized Resource Allocation in Digital Twins-Empowered Networks for Future Quantum-Enabled Consumer Applications

H Cao, S Garg, S Mumtaz, M Alrashoud… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Network softwarization (NetSoft), recognized as crucial attribute of 6G networks, promises to
provide enhanced and advanced services, including future quantum-enabled consumer …

Towards Scalable and Efficient Hierarchical Deep Reinforcement Learning for 5G RAN Slicing

R Huang, M Guo, C Gu, S He, J Chen… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
As an emerging and promising network paradigm, network slicing creates multiple logical
networks on shared infrastructure to provide services with customized Quality-of-Service …

ML-based inter-slice load balancing control for proactive offloading of virtual services

FSD Silva, SN Silva, LMD Da Silva, A Bessa, S Ferino… - Computer Networks, 2024 - Elsevier
In the new 5G networking digital era, Network Slicing is pivotal in delivering new visionary
applications (eg, holographic calls, tactical Internet, immersive video, and expanded reality) …

Survey of Graph Neural Network for Internet of Things and NextG Networks

SK Moorthy, J Jagannath - arXiv preprint arXiv:2405.17309, 2024 - arxiv.org
The exponential increase in Internet of Things (IoT) devices coupled with 6G pushing
towards higher data rates and connected devices has sparked a surge in data …

Digital Twin Assisted Deep Reinforcement Learning for Online Optimization of Network Slicing Admission Control

Z Tao, W Xu, X You - arXiv preprint arXiv:2310.09299, 2023 - arxiv.org
The proliferation of diverse network services in 5G and beyond networks has led to the
emergence of network slicing technologies. Among these, admission control plays a crucial …

End-to-End Network SLA Quality Assurance for C-RAN: A Closed-Loop Management Method Based on Digital Twin Network

Y Ren, S Guo, B Cao, X Qiu - IEEE Transactions on Mobile …, 2023 - ieeexplore.ieee.org
To enable intelligent and low-cost End-to-End (E2E) network service deployment and
Service Level Agreement (SLA) quality management in the two-level Cloud Radio Access …

[HTML][HTML] Artificial intelligence-empowered resource management system for fog computing networks

J Baek - 2022 - espace.etsmtl.ca
De nos jours, la technologie est devenue une partie essentielle de la vie humaine et le
monde numérique se développe rapidement et progresse en termes de technologies de …