Performance anomaly detection models of virtual machines for network function virtualization infrastructure with machine learning
Abstract Networking Function Virtualization (NFV) technology has become a new solution for
running network applications. It proposes a new paradigm for network function management …
running network applications. It proposes a new paradigm for network function management …
A Machine Learning based SLA-Aware VNF Anomaly Detection Method in Virtual Networks
J Hong, S Park, JH Yoo… - … Conference on Information …, 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 …
Virtualization (NFV) has been proposed, telcos and service providers have leveraged these …
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 …
Virtualization (NFV) has been proposed, telcos and service providers have leveraged these …
Model-based analytics for profiling workloads in virtual network functions
With the flexibility and programmability levels offered by Network Functions Virtualization
(NFV), it is expected to catalyze the upcoming “softwarization” of the network through …
(NFV), it is expected to catalyze the upcoming “softwarization” of the network through …
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 …
of novel service types with lower deployment cost and faster time-to-value, but it introduces …
NFVPerf: Online performance monitoring and bottleneck detection for NFV
P Naik, DK Shaw, M Vutukuru - 2016 IEEE Conference on …, 2016 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is a new trend in networking, where network functions
are moving from custom hardware appliances to software implementations running on …
are moving from custom hardware appliances to software implementations running on …
Impact of virtual networks on anomaly detection with machine learning
D Spiekermann, J Keller - 2020 6th IEEE Conference on …, 2020 - ieeexplore.ieee.org
The enormous number of network packets transferred in modern networks together with the
high-speed transmissions hamper the implementation of successful IT security mechanisms …
high-speed transmissions hamper the implementation of successful IT security mechanisms …
Predictive analysis in network function virtualization
Recent deployments of Network Function Virtualization (NFV) architectures have gained
tremendous traction. While virtualization introduces benefits such as lower costs and easier …
tremendous traction. While virtualization introduces benefits such as lower costs and easier …
Applying machine learning to service assurance in network function virtualization environment
Z Zhou, T Zhang - … on Artificial Intelligence for Industries (AI4I), 2018 - ieeexplore.ieee.org
With the complexity, heterogeneity, and scale of today's networks, service assurance is
becoming increasingly complicated. Meanwhile, significant amounts of telemetry data are …
becoming increasingly complicated. Meanwhile, significant amounts of telemetry data are …
An approach of collecting performance anomaly dataset for NFV Infrastructure
Q Du, Y He, T Xie, K Yin, J Qiu - … November 15-17, 2018, Proceedings, Part …, 2018 - Springer
Abstract Network Function Virtualization (NFV) technology is widely used in industry and
academia. Meanwhile, it brings a lot of challenges to the NFV applications' reliability, such …
academia. Meanwhile, it brings a lot of challenges to the NFV applications' reliability, such …