Network digital twin: Context, enabling technologies, and opportunities

P Almasan, M Ferriol-Galmés, J Paillisse… - IEEE …, 2022 - ieeexplore.ieee.org
The proliferation of emergent network applications (eg, telesurgery, metaverse) is increasing
the difficulty of managing modern communication networks. These applications entail …

Digital twin network: Opportunities and challenges

P Almasan, M Ferriol-Galmés, J Paillisse… - arXiv preprint arXiv …, 2022 - arxiv.org
The proliferation of emergent network applications (eg, AR/VR, telesurgery, real-time
communications) is increasing the difficulty of managing modern communication networks …

[HTML][HTML] Building a digital twin for network optimization using graph neural networks

M Ferriol-Galmés, J Suárez-Varela, J Paillissé, X Shi… - Computer Networks, 2022 - Elsevier
Network modeling is a critical component of Quality of Service (QoS) optimization. Current
networks implement Service Level Agreements (SLA) by careful configuration of both routing …

Digital twin for networking: A data-driven performance modeling perspective

L Hui, M Wang, L Zhang, L Lu, Y Cui - IEEE Network, 2022 - ieeexplore.ieee.org
Emerging technologies and applications make the network unprecedentedly complex and
heterogeneous, leading the network operations to be costly and risky. The digital twin …

6G digital twin networks: From theory to practice

X Lin, L Kundu, C Dick, E Obiodu… - IEEE …, 2023 - ieeexplore.ieee.org
Digital twin networks (DTNs) are real-time replicas of physical networks. They are emerging
as a powerful technology for design, diagnosis, simulation, what-if-analysis, and artificial …

[HTML][HTML] B5GEMINI: AI-driven network digital twin

A Mozo, A Karamchandani, S Gómez-Canaval, M Sanz… - Sensors, 2022 - mdpi.com
Network Digital Twin (NDT) is a new technology that builds on the concept of Digital Twins
(DT) to create a virtual representation of the physical objects of a telecommunications …

Digital twins for 5G networks: A modeling and deployment methodology

MS Rodrigo, D Rivera, JI Moreno… - IEEE …, 2023 - ieeexplore.ieee.org
A Mobile Networks Digital Twin (MNDT) is a virtual replica of a mobile communication
network that accurately models the devices, the communication links, the operating …

Special issue on artificial intelligence and machine learning for networking and communications

P Chemouil, P Hui, W Kellerer, Y Li… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Research in large-scale networking systems has been shaped and will continue to be
guided by specific characteristics of applications and the underlying platforms and …

Holistic network virtualization and pervasive network intelligence for 6G

X Shen, J Gao, W Wu, M Li, C Zhou… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
In this tutorial paper, we look into the evolution and prospect of network architecture and
propose a novel conceptual architecture for the 6th generation (6G) networks. The proposed …

[HTML][HTML] Learning-based network path planning for traffic engineering

Y Zuo, Y Wu, G Min, L Cui - Future Generation Computer Systems, 2019 - Elsevier
Recent advances in traffic engineering offer a series of techniques to address the network
problems due to the explosive growth of Internet traffic. In traffic engineering, dynamic path …