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 …

Dynamic virtual resource allocation mechanism for survivable services in emerging NFV-enabled vehicular networks

H Cao, H Zhao, DX Luo, N Kumar… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Vehicular ad-hoc network (VANET) is an emerging aspect of the 5G vertical application.
Network function virtualization (NFV) is the key enabling technology of 5G and beyond 5G …

A reinforcement learning approach for virtual network function chaining and sharing in softwarized networks

G KIbalya, J Serrat-Fernández… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Cognizant of the ease with which softwarized functions can be dynamically scaled according
to real time resource requirements, and the fact that multiple services can have common …

Availability-aware provision of service function chains in mobile edge computing

J Li, D Guo, J Xie, S Chen - ACM Transactions on Sensor Networks, 2023 - dl.acm.org
With the advent of Network Function Virtualization (NFV) and Mobile Edge Computing
(MEC), outsourcing network functions (NFs) to the MEC is becoming popular among network …

Chaostwin: A chaos engineering and digital twin approach for the design of resilient it services

F Poltronieri, M Tortonesi… - 2021 17th International …, 2021 - ieeexplore.ieee.org
Chaos Engineering represents an interesting software engineering methodology to improve
the resilience of a complex IT system operating in a live production environment by injecting …

A chaos engineering approach for improving the resiliency of it services configurations

F Poltronieri, M Tortonesi… - NOMS 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
Testing the resiliency of complex IT services deployed in hybrid Cloud scenarios is a
challenging task that requires expensive and possibly destructive operations. An interesting …

Towards resources optimization in deploying service function chains with shared protection

D Zheng, H Fang, S Cao, Y Zhong, X Cao - Computer Networks, 2024 - Elsevier
Emerging artificial intelligence techniques enable the Internet-connected devices
automatically generate massive SFC requests in scenarios with ultra-reliability demands …

On Ensuring Full Yet Cost-Efficient Survivability of Service Function Chains in NFV Environments

Z Alomari, MF Zhani, M Aloqaily, O Bouachir - Journal of Network and …, 2023 - Springer
Abstract The emergence of Network Function Virtualization enables the deployment of
network services in the form of service function chains. In this context, one of the key …

Post-fault restoration of service function chains in fog networks

N Siasi, MA Jasim, N Ghani - Computer Networks, 2024 - Elsevier
The network function virtualization (NFV) paradigm is rapidly being adopted by enterprises
and service providers as an alternative to proprietary hardware. It enables virtual network …

Stable QoE-Aware Multi-SFCs Cooperative Routing Mechanism Based on Deep Reinforcement Learning

J Yao, C Yan, J Wang, C Jiang - IEEE Transactions on Network …, 2023 - ieeexplore.ieee.org
The explosive development of the Internet of Things (IOT) has stimulated the sudden and
dynamic demand pattern of potential Service Function Chain (SFC) traffic. The virtual …