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 …

Deep reinforcement learning for resource management on network slicing: A survey

JA Hurtado Sánchez, K Casilimas… - Sensors, 2022 - mdpi.com
Network Slicing and Deep Reinforcement Learning (DRL) are vital enablers for achieving
5G and 6G networks. A 5G/6G network can comprise various network slices from unique or …

Network function virtualization and service function chaining frameworks: A comprehensive review of requirements, objectives, implementations, and open research …

HU Adoga, DP Pezaros - Future Internet, 2022 - mdpi.com
Network slicing has become a fundamental property for next-generation networks,
especially because an inherent part of 5G standardisation is the ability for service providers …

[HTML][HTML] AI augmented Edge and Fog computing: Trends and challenges

S Tuli, F Mirhakimi, S Pallewatta, S Zawad… - Journal of Network and …, 2023 - Elsevier
In recent years, the landscape of computing paradigms has witnessed a gradual yet
remarkable shift from monolithic computing to distributed and decentralized paradigms such …

Pregan: Preemptive migration prediction network for proactive fault-tolerant edge computing

S Tuli, G Casale, NR Jennings - IEEE INFOCOM 2022-IEEE …, 2022 - ieeexplore.ieee.org
Building a fault-tolerant edge system that can quickly react to node overloads or failures is
challenging due to the unreliability of edge devices and the strict service deadlines of …

SARM: service function chain active reconfiguration mechanism based on load and demand prediction

J Cai, K Qian, J Luo, K Zhu - International Journal of Intelligent …, 2022 - Wiley Online Library
Network function virtualization is a promising technology for providing personalized services
via agile service function chains (SFCs). Flexible SFC orchestration and rational resource …

Towards reliability-enhanced, delay-guaranteed dynamic network slicing: A multi-agent DQN approach with an action space reduction strategy

W Wang, L Tang, T Liu, X He, C Liang… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Network availability and service continuity are major concerns for network operators to
provide reliable communication services for Internet of Things (IoT), which are particularly …

A reinforcement learning-based approach for availability-aware service function chain placement in large-scale networks

GL Santos, PT Endo, T Lynn, D Sadok… - Future Generation …, 2022 - Elsevier
By decoupling network service functions from custom-built hardware, network function
virtualization is transforming network service provisioning, making large scale …

PreGAN+: semi-supervised fault prediction and preemptive migration in dynamic mobile edge environments

S Tuli, G Casale, NR Jennings - IEEE Transactions on Mobile …, 2023 - ieeexplore.ieee.org
Typical mobile edge computing infrastructures have to contend with unreliable computing
devices at their end-points. The limited resource capacities of mobile edge devices gives …

Proactive stateful fault-tolerant system for kubernetes containerized services

MN Tran, XT Vu, Y Kim - IEEE Access, 2022 - ieeexplore.ieee.org
Recently, the development of Kubernetes (K8s) containerization platform has enabled cloud-
based, lightweight, highly scalable, and agile services in both general and telco use-cases …