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 …

Poster: Digital Network Twin via Learning-Based Simulator

Y Zhang, Y Xue, Q Liu, N Choi - IEEE INFOCOM 2023-IEEE …, 2023 - ieeexplore.ieee.org
Digital network twin (DNT) allows network operators to test their network management policy
before their actual deployment in real-world networks. Achieving DNT, however, can be …

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 …

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 …

Learn to Augment Network Simulators Towards Digital Network Twins

Y Zhang, M Zhao, Q Liu - arXiv preprint arXiv:2311.12745, 2023 - arxiv.org
Digital network twin (DNT) is a promising paradigm to replicate real-world cellular networks
toward continual assessment, proactive management, and what-if analysis. Existing …

Framework for the development of a Network Digital Twin

Á Burgaleta, I Domínguez… - NOMS 2024-2024 …, 2024 - ieeexplore.ieee.org
Network Digital Twin (NDT) has emerged as a groundbreaking paradigm, revolutionizing the
modeling of modern and complex networks. NDTs are emulation of real-world networks that …

Improving the Real-Data Driven Network Evaluation Model for Digital Twin Networks

H Shin, I Aliyu, A Isah, J Kim - arXiv preprint arXiv:2405.08473, 2024 - arxiv.org
With the emergence and proliferation of new forms of large-scale services such as smart
homes, virtual reality/augmented reality, the increasingly complex networks are raising …

Deeper and Wider Networks for Performance Metrics Prediction in Communication Networks

A Liu, S Liu, X Pei - arXiv preprint arXiv:2401.00429, 2023 - arxiv.org
In today's era, users have increasingly high expectations regarding the performance and
efficiency of communication networks. Network operators aspire to achieve efficient network …

NS+ NDT: Smart Integration of Network Simulation in Network Digital Twin, Application to IoT Networks

S Si-Mohammed, A Bardou, T Begin, IG Lassous… - Future Generation …, 2024 - Elsevier
Abstract Network Digital Twin (NDT) and Network Simulation (NS) are two paradigms
leveraging virtual representations of networks to help decision-making. These tools may …

DigiNet: Scaling up Provisioning of Network Digital Twin

MC Luizelli, FG Vogt, PSS De Souza… - 2024 IEEE 10th …, 2024 - ieeexplore.ieee.org
The pursuit of self-driving networks is increasing pressure on adopting intelligent, edge-
based networking services. However, deploying autonomous network models within …