Digital twin-assisted knowledge distillation framework for heterogeneous federated learning
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 …
distillation (KD) driven training framework for FL is proposed, where each user can select its …
Distributed digital twin migration in multi-tier computing systems
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 …
cloud-like computing and signal processing capabilities. Deploying digital twins in the multi …
Digital twin enabled remote data sharing for internet of vehicles: System and incentive design
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 …
Internet of Vehicles (IoVs) grows exponentially. Sharing road data among vehicles …
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 …
for distributed resources control in smart park. However, the adverse impact of model …
Digital Twin-assisted Space-Air-Ground Integrated Networks for Vehicular Edge Computing
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 …
air-ground integrated networks (SAGINs) to enhance vehicular edge computing (VEC). Our …
Joint Optimization of Personalized Route Planning and Global Traffic Scheduling: A DT-Enabled Integrated Framework
Efficient route planning and traffic scheduling are the key enabling technologies to achieve
intelligent transportation systems (ITS). However, the existing schemes that use driving time …
intelligent transportation systems (ITS). However, the existing schemes that use driving time …
Predictive Computation Offloading and Resource Allocation in DT-Empowered Vehicular Networks
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 …
emerging technology, can enable a virtual presentation of physical vehicular networks to …
Quantum-Inspired Differential Evolution for Freshness-aware Caching-aided Offloading in Digital Twin-enabled Internet of Vehicles
With the development of the sixth-generation network, Digital Twin (DT) is driving the
explosive growth of Internet-of-Vehicles (IoVs). The rapid proliferation of highly mobile IoVs …
explosive growth of Internet-of-Vehicles (IoVs). The rapid proliferation of highly mobile IoVs …
Digital Twin-Enabled Service Provisioning in Edge Computing via Continual Learning
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 …
(IoT), the digital twin technique has been envisioned as a de-facto driving force to bridge the …
Mobility-Aware Utility Maximization in Digital Twin-Enabled Serverless Edge Computing
Driven by data and models, the digital twin technique presents a new concept of optimizing
system design, process monitoring, decision-making and more, through performing …
system design, process monitoring, decision-making and more, through performing …