[HTML][HTML] Graph neural networks for intelligent modelling in network management and orchestration: a survey on communications

P Tam, I Song, S Kang, S Ros, S Kim - Electronics, 2022 - mdpi.com
The advancing applications based on machine learning and deep learning in
communication networks have been exponentially increasing in the system architectures of …

Budget-aware user satisfaction maximization on service provisioning in mobile edge computing

J Li, W Liang, W Xu, Z Xu, X Jia… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) promises to provide mobile users with delay-sensitive
services at the edge of network, and each user service request usually is associated with a …

Joint vnf parallelization and deployment in mobile edge networks

F Tian, J Liang, J Liu - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Mobile edge computing (MEC) has emerged as a promising computing paradigm that
provides flexible and responsive local services for mobile user equipment at the network …

Application-and reliability-aware service function chaining to support low-latency applications in an NFV-enabled network

MM Erbati, G Schiele - 2021 IEEE Conference on Network …, 2021 - ieeexplore.ieee.org
Future network architectures supporting 5G, 6G, Internet of Things (IoT), and fixed line
networks face diverse service requirements in various scenarios, particularly by growing …

Virtual network function placement for serving weighted services in nfv-enabled networks

DHP Nguyen, YH Lien, BH Liu, SI Chu… - IEEE Systems …, 2023 - ieeexplore.ieee.org
Network function virtualization (NFV) is a novel network architecture yielding many
optimization choices to Internet service providers due to its flexibility. Based on this …

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 …

Dynamic Service Chaining for Ultra-reliable Services in Softwarized Networks

S Qin, M Liu, G Feng - IEEE Transactions on Network and …, 2023 - ieeexplore.ieee.org
Network softwarization is a paradigm shift for the next generation of network. Network
Function Virtualization (NFV) softwarizes network functions as virtual network function (VNF) …

Reveal: Robustness-aware VNF placement and request scheduling in edge clouds

J Fang, G Zhao, H Xu, H Tu, H Wang - Computer Networks, 2023 - Elsevier
In the edge cloud network, service providers place virtual network functions (VNFs) in edge
clouds to serve users' requests. Thus, it is essential to consider VNF placement and request …

Optimization model for multiple backup resource allocation with workload-dependent failure probability

M Zhu, F He, E Oki - IEEE Transactions on Network and Service …, 2021 - ieeexplore.ieee.org
This paper proposes a multiple backup resource allocation model with a workload-
dependent failure probability to minimize the maximum expected unavailable time (MEUT) …

Security-aware Service Function Chaining and Embedding with Asymmetric Dedicated Protection

B Wang, J Li, S Cao, E Guler, D Zheng - IEEE Access, 2024 - ieeexplore.ieee.org
In the 5G and beyond 5G networks, achieving security-aware data transmission needs to
convert clients' requests into a service function chain (SFC), each service function (SF) …