Generative AI-driven Digital Twin for Mobile Networks

H Chai, H Wang, T Li, Z Wang - IEEE Network, 2024 - ieeexplore.ieee.org
The sixth generation mobile network (6G) is evolving to provide ubiquitous connections,
multidimensional perception, native intelligence, global coverage, etc., which poses intense …

Wireless Network Digital Twin for 6G: Generative AI as A Key Enabler

Z Tao, W Xu, Y Huang, X Wang, X You - arXiv preprint arXiv:2311.17451, 2023 - arxiv.org
Digital twin, which enables emulation, evaluation, and optimization of physical entities
through synchronized digital replicas, has gained increasingly attention as a promising …

A Comprehensive Survey on Revolutionizing Connectivity Through Artificial Intelligence-Enabled Digital Twin Network in 6G

M Sheraz, TC Chuah, YL Lee, MM Alam, Z Han - IEEE Access, 2024 - ieeexplore.ieee.org
The deployment of 5G has exposed capacity constraints in realizing the key vision of the
Internet of Everything (IoE). Therefore, the researchers are exploring potentials of Digital …

Scalable digital twin system for mobile networks with generative ai

J Gong, Q Yu, T Li, H Liu, J Zhang, H Fan… - Proceedings of the 21st …, 2023 - dl.acm.org
Digital Twin brings a new realization approach to the modeling of mobile networks. Mobile
networks, as complex systems comprising multiple components, such as mobile users, base …

How AI-driven Digital Twins Can Empower Mobile Networks

T Li, F Jiang, Q Yu, W Huang, T Jiang, D Jin - arXiv preprint arXiv …, 2023 - arxiv.org
The growing complexity of next-generation networks exacerbates the modeling and
algorithmic flaws of conventional network optimization methodology. In this paper, we …

Digital Twin for Intelligent Network: Data Lifecycle, Digital Replication, and AI-Based Optimizations

S Jang, J Jeong, J Lee, S Choi - IEEE Communications …, 2023 - ieeexplore.ieee.org
Mobile networks are becoming increasingly complex as generations evolve, thus making
manual organization and management no longer a viable option for network operators. To …

Digital twins for next-generation mobile networks: Applications and solutions

N Apostolakis, LE Chatzieleftheriou… - IEEE …, 2023 - ieeexplore.ieee.org
Digital Twins (DTs) create fully-synchronized virtual representations of real-world systems,
which can serve as interactive counterparts for artificial intelligence (AI) and machine …

Learnable digital twin for efficient wireless network evaluation

B Li, T Efimov, A Kumar, J Cortes… - MILCOM 2023-2023 …, 2023 - ieeexplore.ieee.org
Network digital twins (NDTs) facilitate the estimation of key performance indicators (KPIs)
before physically implementing a network, thereby enabling efficient optimization of the …

When Digital Twin Meets Generative AI: Intelligent Closed-Loop Network Management

X Huang, H Yang, C Zhou, X Shen… - arXiv preprint arXiv …, 2024 - arxiv.org
Generative artificial intelligence (GAI) and digital twin (DT) are advanced data processing
and virtualization technologies to revolutionize communication networks. Thanks to the …

Mapping Wireless Networks into Digital Reality through Joint Vertical and Horizontal Learning

Z Zhang, M Chen, Z Yang, Y Liu - arXiv preprint arXiv:2404.14497, 2024 - arxiv.org
In recent years, the complexity of 5G and beyond wireless networks has escalated,
prompting a need for innovative frameworks to facilitate flexible management and efficient …