Anomaly detection and diagnosis for cloud services: Practical experiments and lessons learned

C Sauvanaud, M Kaâniche, K Kanoun, K Lazri… - Journal of Systems and …, 2018 - Elsevier
The dependability of cloud computing services is a major concern of cloud providers. In
particular, anomaly detection techniques are crucial to detect anomalous service behaviors …

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 …

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 ultra-dense and multivariate Internet of Things (IoT) benefits
from Network Function Virtualization (NFV) that provides flexible frameworks and effective …

NFV-throttle: An overload control framework for network function virtualization

D Cotroneo, R Natella, S Rosiello - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Network function virtualization (NFV) aims to provide high-performance network services
through cloud computing and virtualization technologies. However, network overloads …

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 …

Behavioral analysis for virtualized network functions: A som-based approach

T Cucinotta, G Lanciano, A Ritacco… - Proceedings of the …, 2020 - ricerca.sns.it
In this paper, we tackle the problem of detecting anomalous behaviors in a virtualized
infrastructure for network function virtualization, proposing to use self-organizing maps for …

Predictive auto-scaling with OpenStack Monasca

G Lanciano, F Galli, T Cucinotta, D Bacciu… - Proceedings of the 14th …, 2021 - dl.acm.org
Cloud auto-scaling mechanisms are typically based on reactive automation rules that scale
a cluster whenever some metric, eg, the average CPU usage among instances, exceeds a …

Using self-organizing maps for the behavioral analysis of virtualized network functions

G Lanciano, A Ritacco, F Brau, T Cucinotta… - Cloud Computing and …, 2021 - Springer
Detecting anomalous behaviors in a network function virtualization infrastructure is of the
utmost importance for network operators. In this paper, we propose a technique, based on …

Forecasting operation metrics for virtualized network functions

T Cucinotta, G Lanciano, A Ritacco… - 2021 IEEE/ACM 21st …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is the key technology that allows modern network
operators to provide flexible and efficient services, by leveraging on general-purpose private …

SOM-based behavioral analysis for virtualized network functions

G Lanciano, A Ritacco, T Cucinotta… - Proceedings of the 35th …, 2020 - dl.acm.org
In this paper, we propose a mechanism based on Self-Organizing Maps for analyzing the
resource consumption behaviors and detecting possible anomalies in data centers for …