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 …

A survey on accelerating technologies for fast network packet processing in Linux environments

E Freitas, AT de Oliveira Filho, PRX Do Carmo… - Computer …, 2022 - Elsevier
The path a packet takes when handled by the Linux Kernel has been well established for a
long time. Its overhead/bottleneck issues are also known. Nonetheless, complexity has …

X-MAN: A non-intrusive power manager for energy-adaptive cloud-native network functions

Z **ang, M Höweler, D You… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Emerging microservices demand flexible low-latency processing of network functions in
virtualized environments, eg, as containerized network functions (CNFs). While ensuring …

Toward low CPU usage and efficient DPDK communication in a cluster

M Wu, Q Chen, J Wang - The Journal of Supercomputing, 2022 - Springer
In recent years, DPDK (Data Plane Development Kit, a data plane development tool set
provided by Intel, focusing on high-performance processing of data packets in network …

ALEPH: Accelerating Distributed Training With eBPF-Based Hierarchical Gradient Aggregation

P Yang, H Xu, G Zhao, Q Zhang, J Liu… - IEEE/ACM Transactions …, 2024 - ieeexplore.ieee.org
Distributed training includes two important operations: gradient transmission and gradient
aggregation, which will consume massive bandwidth and computing resources. To achieve …

3DS: An Efficient DPDK-based Data Distribution Service for Distributed Real-time Applications

T Xu, X Chen, C Wu, J Wang, R Zheng… - 2022 IEEE 24th Int …, 2022 - ieeexplore.ieee.org
Data Distribution Service (DDS) is a widely-used middleware for data transmission in
distributed real-time applications, such as autonomous vehicles and robotics. However, the …

A survey on mechanisms for fast network packet processing

Y Du, K Chang, J Shi, Y Zhou, M Liu - Proceedings of the 2023 4th …, 2023 - dl.acm.org
As the Internet of Things becoming widely used, the requirement for high performance
network is growing rapidly. Network performance is affected by data transmission based on …

High Performance Inter-satellite Routing Design of Terahertz Interface

X Wang, T Li, J Qiu, W Diao - 2023 4th International …, 2023 - ieeexplore.ieee.org
The 6G network will be a new type of network integrating ground and satellite networks.
Terahertz technology will provide wider communication links for the 6G network. Deploying …

Combining Federated Learning and Edge Computing toward Ubiquitous Intelligence: Challenges, Recent Advances, and Future Directions

Q Duan, J Huang, S Hu, R Deng, Z Lu, S Yu - Authorea Preprints, 2023 - techrxiv.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 …

Scalable tcp throughput limitation monitoring

S Bauer, F Wiedner, B Jaeger… - 2021 IFIP/IEEE …, 2021 - ieeexplore.ieee.org
The analysis of TCP throughput limitations is purposed to determine the limitation preventing
a TCP connection to increase its throughput. Monitoring throughput limitations of TCP …