Digital twin-enabled service provisioning in edge computing via continual learning

J Li, S Guo, W Liang, J Wang, Q Chen… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Propelled by recent advances in Mobile Edge Computing (MEC) and the Internet of Things
(IoT), the digital twin technique has been envisioned as a de-facto driving force to bridge the …

Digital twin-assisted space-air-ground integrated networks for vehicular edge computing

A Paul, K Singh, MHT Nguyen, C Pan… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
In this paper, we present a framework that integrates digital twin (DT) technology into space-
air-ground integrated networks (SAGINs) to enhance vehicular edge computing (VEC). Our …

Endogenous security-aware resource management for digital twin and 6G edge intelligence integrated smart park

S Zhang, Z Yao, H Liao, Z Zhou, Y Chen… - China …, 2023 - ieeexplore.ieee.org
The integration of digital twin (DT) and 6G edge intelligence provides accurate forecasting
for distributed resources control in smart park. However, the adverse impact of model …

Distributed Digital Twin Migration in Multi-tier Computing Systems

Z Chen, W Yi, A Nallanathan… - IEEE Journal of Selected …, 2024 - ieeexplore.ieee.org
At the network edges, the multi-tier computing framework provides mobile users with efficient
cloud-like computing and signal processing capabilities. Deploying digital twins in the multi …

Digital twin-assisted knowledge distillation framework for heterogeneous federated learning

X Wang, N Cheng, L Ma, R Sun, R Chai… - China …, 2023 - ieeexplore.ieee.org
In this paper, to deal with the heterogeneity in federated learning (FL) systems, a knowledge
distillation (KD) driven training framework for FL is proposed, where each user can select its …

Digital twins for intelligent space-air-ground integrated vehicular network: Challenges and solutions

Y Hui, Y Qiu, Z Su, Z Yin, TH Luan… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
With the rapid development of 6G, the intelligent space-air-ground integrated vehicular
network (ISAGIVN) has been proposed to efficiently provide vehicles with ubiquitous …

Digital twin enabled remote data sharing for internet of vehicles: System and incentive design

C Tan, X Li, L Gao, TH Luan, Y Qu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the boom in advanced intelligent vehicles, the amount of data associated with the
Internet of Vehicles (IoVs) grows exponentially. Sharing road data among vehicles …

Digital Twin Enabled Task Offloading for IoVs: A Learning-Based Approach

J Zheng, Y Zhang, TH Luan, PK Mu, G Li… - … on Network Science …, 2023 - ieeexplore.ieee.org
This article explores the optimal offloading strategy in the Internet of Vehicles (IoVs), which is
challenged by three issues. First, the resources of edge servers are shared by multiple …

Predictive Computation Offloading and Resource Allocation in DT-Empowered Vehicular Networks

B Lu, B Fan, Y Wu, L Qian, H Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
To provide a better support for various vehicular applications, digital twin (DT), as an
emerging technology, can enable a virtual presentation of physical vehicular networks to …

Machine and Deep Learning for Digital Twin Networks: A Survey

B Qin, H Pan, Y Dai, X Si, X Huang… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
Digital twin (DT) is a technology that precisely replicates physical entities and seamlessly
connects physical entities with virtual counterparts, which facilitates precise understanding …