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 …

Performance anomaly detection models of virtual machines for network function virtualization infrastructure with machine learning

J Qiu, Q Du, Y He, YQ Lin, J Zhu, K Yin - … 4-7, 2018, Proceedings, Part II 27, 2018 - Springer
Abstract Networking Function Virtualization (NFV) technology has become a new solution for
running network applications. It proposes a new paradigm for network function management …

Sequential deep learning architectures for anomaly detection in virtual network function chains

C Lee, J Hong, DN Heo, H Choi - … International Conference on …, 2021 - ieeexplore.ieee.org
Software-defined networking (SDN) and network function virtualization (NFV) have enabled
the efficient provision of network service. However, they also raised new tasks to monitor …

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 …

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 …

Machine learning-based anomaly detection in NFV: A comprehensive survey

S Zehra, U Faseeha, HJ Syed, F Samad, AO Ibrahim… - Sensors, 2023 - mdpi.com
Network function virtualization (NFV) is a rapidly growing technology that enables the
virtualization of traditional network hardware components, offering benefits such as cost …

Anomaly detection and root cause localization in virtual network functions

C Sauvanaud, K Lazri, M Kaâniche… - 2016 IEEE 27th …, 2016 - ieeexplore.ieee.org
The maturity of hardware virtualization has motivated Communication Service Providers
(CSPs) to apply thisparadigm to network services. Virtual Network Functions (VNFs) result …

Protecting VNF services with smart online behavior anomaly detection method

Y Cheng, H Yao, Y Wang, Y Xiang, H Li - Future Generation Computer …, 2019 - Elsevier
Abstract Network Function Virtualization (NFV) is an emerging technology that allows
network operators to deploy their Virtualized Network Functions (VNFs) on low-cost …

Matrix differential decomposition-based anomaly detection and localization in NFV networks

J Chen, M Chen, X Wei, B Chen - IEEE Access, 2019 - ieeexplore.ieee.org
Network function virtualization (NFV) is a promising network paradigm that enables the
design and implementation of novel network services with lower cost, increased agility, and …

Anomaly detection framework for SFC integrity in NFV environments

L Bondan, T Wauters, B Volckaert… - … IEEE Conference on …, 2017 - ieeexplore.ieee.org
With the increasing deployments of Network Functions Virtualization (NFV) in both industry
and academia, it becomes necessary to design mechanisms for keeping the integrity of …