FullSight: A feasible intelligent and collaborative framework for service function chains failure detection

K Guo, J Chen, P Dong, S Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Network function virtualization (NFV) is a ground-breaking technology that decouples
network functions (NFs) from customized hardware to support more flexible network services …

DTFL: A Digital Twin-assisted Graph Neural Network Approach for Service Function Chains Failure Localization

K Guo, J Chen, P Dong, T Zou, J Zhu… - … on Cloud Computing, 2023 - ieeexplore.ieee.org
Cloud computing enables Network Function Virtualization to dynamically provide and
deploy network functions (NFs) to meet business-specific requirements. This approach …

A learning-based service function chain early fault diagnosis mechanism based on in-band network telemetry

M Fu, Q Liu, J Liu, X Wang, H Yang - IEICE TRANSACTIONS on …, 2022 - search.ieice.org
Network virtualization has become a promising paradigm for supporting diverse vertical
services in Software Defined Networks (SDNs). Each vertical service is carried by a virtual …

Service failure diagnosis in service function chain

S Zhang, Y Wang, W Li, X Qiu - 2017 19th Asia-Pacific Network …, 2017 - ieeexplore.ieee.org
Network function virtualization (NFV) is a powerful emerging technique with widespread
applicability. It provides Network Functions (NFs) through software virtualization techniques …

Comparative analysis of network fault classification using machine learning

J Kawasaki, G Mouri, Y Suzuki - NOMS 2020-2020 IEEE/IFIP …, 2020 - ieeexplore.ieee.org
The recent evolution in network technologies such as network function virtualization (NFV)
and cloud-native network function (CNF) is expected to enable the delivery of on-demand …

Fault Diagnosis in the Network Function Virtualization: A Survey, Taxonomy and Future Directions

J Li, X Qi, J Li, Z Su, Y Su, L Liu - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
The widespread application of ultradense and multivariate Internet of Things (IoT) benefits
from network function virtualization (NFV) that provides flexible frameworks and effective …

Predictive analysis in network function virtualization

Z Li, Z Ge, A Mahimkar, J Wang, BY Zhao… - Proceedings of the …, 2018 - dl.acm.org
Recent deployments of Network Function Virtualization (NFV) architectures have gained
tremendous traction. While virtualization introduces benefits such as lower costs and easier …

[HTML][HTML] Reliable service function chain deployment method based on deep reinforcement learning

H Qu, K Wang, J Zhao - Sensors, 2021 - mdpi.com
Network function virtualization (NFV) is a key technology to decouple hardware device and
software function. Several virtual network functions (VNFs) combine into a function …

Machine learning based SLA-aware VNF anomaly detection for virtual network management

J Hong, S Park, JH Yoo… - 2020 16th International …, 2020 - ieeexplore.ieee.org
Since the concept of Software-Defined Networking (SDN) and Network Function
Virtualization (NFV) has been proposed, telcos and service providers have leveraged these …

Real-time analysis of multiple root causes for anomalies assisted by digital twin in NFV environment

W Wang, L Tang, C Wang… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is a promising paradigm that enables the employment
of novel service types with lower deployment cost and faster time-to-value, but it introduces …