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 …

Multiple Service Model Refreshments in Digital Twin-Empowered Edge Computing

X Liang, W Liang, Z Xu, Y Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) has emerged as a promising platform to provide various
services for mobile applications at the edge of core networks while meeting stringent service …

Digital twin-enabled service satisfaction enhancement in edge computing

J Li, J Wang, Q Chen, Y Li… - IEEE INFOCOM 2023 …, 2023 - ieeexplore.ieee.org
The emerging digital twin technique enhances the network management efficiency and
provides comprehensive insights, through mapping physical objects to their digital twins …

Edge continual learning for dynamic digital twins over wireless networks

O Hashash, C Chaccour, W Saad - arXiv preprint arXiv:2204.04795, 2022 - arxiv.org
Digital twins (DTs) constitute a critical link between the real-world and the metaverse. To
guarantee a robust connection between these two worlds, DTs should maintain accurate …

Digital Twin-assisted Reinforcement Learning for Resource-aware Microservice Offloading in Edge Computing

X Chen, J Cao, Z Liang, Y Sahni… - 2023 IEEE 20th …, 2023 - ieeexplore.ieee.org
Collaborative edge computing (CEC) has emerged as a promising paradigm, enabling edge
nodes to collaborate and execute microservices from end devices. Microservice offloading, a …

Human Activity Recognition in Mobile Edge Computing: A Low-Cost and High-Fidelity Digital Twin Approach With Deep Reinforcement Learning

C Wang, Z Cai, Y Li - IEEE Transactions on Consumer …, 2024 - ieeexplore.ieee.org
The presence of digital twins (DTs) has expanded within the consumer electronics area due
to its inherent benefits of high-fidelity modeling and predictive insight. However, DT …

Mobility-Aware Utility Maximization in Digital Twin-Enabled Serverless Edge Computing

J Li, S Guo, W Liang, J Wang, Q Chen… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
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 …

AoI-Aware User Service Satisfaction Enhancement in Digital Twin-Empowered Edge Computing

J Li, S Guo, W Liang, J Wang, Q Chen… - … /ACM Transactions on …, 2023 - ieeexplore.ieee.org
The emerging digital twin technique enhances the network management efficiency and
provides comprehensive insights on network performance, through mapping physical …

Digital Twin-Assisted Federated Learning Service Provisioning Over Mobile Edge Networks

R Zhang, Z Xie, D Yu, W Liang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Federated Learning (FL) offers collaborative machine learning without data exposure, but
challenges arise in the mobile edge network (MEC) environment due to limited resources …

Digital Twin-Based User-Centric Edge Continual Learning in Integrated Sensing and Communication

S Hu, J Gao, X Huang, M Li, K Qu, C Zhou - arXiv preprint arXiv …, 2023 - arxiv.org
In this paper, we propose a digital twin (DT)-based user-centric approach for processing
sensing data in an integrated sensing and communication (ISAC) system with high accuracy …