Combining federated learning and edge computing toward ubiquitous intelligence in 6G network: Challenges, recent advances, and future directions

Q Duan, J Huang, S Hu, R Deng… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Full leverage of the huge volume of data generated on a large number of user devices for
providing intelligent services in the 6G network calls for Ubiquitous Intelligence (UI). A key to …

Digital twin-empowered network planning for multi-tier computing

C Zhou, J Gao, M Li, XS Shen… - … of Communications and …, 2022 - ieeexplore.ieee.org
In this paper, we design a resource management scheme to support stateful applications,
which will be prevalent in sixth generation (6G) networks. Different from stateless …

A hyper heuristic algorithm for efficient resource allocation in 5G mobile edge clouds

NM Laboni, SJ Safa, S Sharmin… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Emergence of intelligent devices and mobile edge clouds (MECs) in 5G networks has
exponentially increased the number of applications that demand low latency services …

An empirical study of container image configurations and their impact on start times

M Straesser, A Bauer, R Leppich… - 2023 IEEE/ACM …, 2023 - ieeexplore.ieee.org
A core selling point of application containers is their fast start times compared to other
virtualization approaches like virtual machines. Predictable and fast container start times are …

Joint service request scheduling and container retention in serverless edge computing for vehicle-infrastructure collaboration

S Hu, Z Qu, B Tang, B Ye, G Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Lightweight and layered structure containers in serverless edge computing (SEC) provide
flexible service configurations and computing for vehicles with diverse service requests in …

E-cnmpc: Edge-based centralized nonlinear model predictive control for multiagent robotic systems

AS Seisa, B Lindqvist, SG Satpute… - IEEE …, 2022 - ieeexplore.ieee.org
With the wide deployment of autonomous multi-agent robotic systems, control solutions
based on centralized algorithms have been developed. Even though these centralized …

Joint Resource Overbooking and Container Scheduling in Edge Computing

Z Tang, F Mou, J Lou, W Jia, Y Wu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Containers have gained popularity in Edge Computing (EC) networks due to their
lightweight and flexible deployment advantage. In resource-constrained EC environments …

An optimal container update method for edge‐cloud collaboration

H Zhang, W Lin, R Xie, S Li, Z Dai… - Software: Practice and …, 2024 - Wiley Online Library
Emerging computing paradigms provide field‐level service responses for users, for
example, edge computing, fog computing, and MEC. Edge virtualization technologies …

A novel hybrid model for docker container workload prediction

L Zhang, Y Xie, M Jin, P Zhou, G Xu… - … on Network and …, 2023 - ieeexplore.ieee.org
The emergence of containers dramatically simplifies and facilitates the development and
deployment of applications. More and more enterprises deploy their applications on the …

Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies

X Wang, W Jia - arXiv preprint arXiv:2501.03265, 2025 - arxiv.org
The emergence of 5G and edge computing hardware has brought about a significant shift in
artificial intelligence, with edge AI becoming a crucial technology for enabling intelligent …