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

S Zehra, U Faseeha, HJ Syed, F Samad, AO Ibrahim… - Sensors, 2023 - mdpi.com
anomaly detection in NFV networks, this study aims to assist network administrators and
security professionals in enhancing the security of NFV … The NFV services block empowers …

Statistical-based anomaly detection for NFV services

MA Kourtis, G Xilouris, G Gardikis… - … Defined Networks (NFV …, 2016 - ieeexplore.ieee.org
… and report in a timely manner any abnormal condition in the deployed services. Currently, …
of NFV anomaly detection, ie the automatic identification of an anomaly in an NFV service, as …

Nfv anomaly detection: Case study through a security module

L Bondan, T Wauter, B Volckaert… - IEEE …, 2022 - ieeexplore.ieee.org
… functions through NFV brings flexibility to service delivery, … through a chain of VNFs, called
service function chain (SFC) (or … NFV-enabled networks and NFV ecosystems consolidation, …

A system architecture for real-time anomaly detection in large-scale nfv systems

A Gulenko, M Wallschläger, F Schmidt, O Kao… - Procedia Computer …, 2016 - Elsevier
detection and recovery of failures. This paper presents a set of methods and an implemented
prototype for anomaly detectionservices should not be impacted by the anomaly detection. …

Anomaly detection framework for SFC integrity in NFV environments

L Bondan, T Wauters, B Volckaert… - … IEEE Conference on …, 2017 - ieeexplore.ieee.org
… of protecting NFV environments. The … an anomaly detection framework for SFC deployments
in operators’ data centers, using SFC models based on ETSI NFV MANO network service

Network services anomalies in NFV: Survey, taxonomy, and verification methods

M Zoure, T Ahmed, L Réveillère - … on Network and Service …, 2022 - ieeexplore.ieee.org
… proposed taxonomy of NFV-based network service anomalies, potentially leading to security
and Quality of Service (QoS) issues. We describe six categories of anomalies related to six …

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
… automatic identification of an anomaly in an NFV service, as a significant … service chain
anomalies detection method based on the Markov chain to identify the correctness of the service

Virtual network function service chaining anomaly detection

A Blaise, S Wong, AH Aghvami - 2018 25th International …, 2018 - ieeexplore.ieee.org
… (NFV) and virtual network function (VNF) service … the anomalies of the VNF orchestration
and placement during the operation. We propose a VNF service chain anomalies detection

Using NFV and reinforcement learning for anomalies detection and mitigation in SDN

LSR Sampaio, PHA Faustini, AS Silva… - … IEEE symposium on …, 2018 - ieeexplore.ieee.org
service attacks, reinforcement learning for load balancing, and anomaly detection in SDN/NFV
In this paper we proposed a detection and mitigation system for SDN with the aid of NFV

Unsupervised anomaly event detection for vnf service monitoring using multivariate online arima

F Schmidt, F Suri-Payer, A Gulenko… - … conference on cloud …, 2018 - ieeexplore.ieee.org
anomaly detection, we assume that most data within the monitored system is normal. Thus,
we like to learn the normal behaviour of a service … -time anomaly detection in large-scale nfv