A deep learning based sla management for NFV-based services

J Bendriss, IGB Yahia, R Riggio… - 2018 21st Conference …, 2018 - ieeexplore.ieee.org
Network function Virtualization (NFV) is expected to accelerate service deployment and
enable service agility for Telco operators. NFV builds on virtualization technology and off-the …

A deep neural network-based multi-label classifier for SLA violation prediction in a latency sensitive NFV application

N Jalodia, M Taneja, A Davy - IEEE Open Journal of the …, 2021 - ieeexplore.ieee.org
Recent advancements in the domain of Network Function Virtualization (NFV), and rollout of
next-generation networks have necessitated the requirement for the upkeep of latency …

Cost-efficient service assurance with joint orchestration in NFV networks

M Xie, C Banino-Rokkones… - 2018 IEEE Conference …, 2018 - ieeexplore.ieee.org
Network Function Virtualization (NFV), as an enabler for 5G and network slicing, introduces
new abstraction levels and orchestration to automate the network operations. However, such …

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 …

Forecasting and anticipating SLO breaches in programmable networks

J Bendriss, IGB Yahia… - 2017 20th Conference on …, 2017 - ieeexplore.ieee.org
Software Networks built by combining Software Defined Networks (SDN), Network Function
Virtualization (NFV) and Cloud principles call for agile and dynamic automation of …

Towards autonomous VNF auto-scaling using deep reinforcement learning

P Soto, D De Vleeschauwer, M Camelo… - … on Software Defined …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is one of the main enablers behind the promised
improvements in the Fifth Generation (5G) networking era. Thanks to this concept, Network …

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 …

A study of slice-aware service assurance for network function virtualization

J Kim, M Xie - 2019 IEEE Conference on Network …, 2019 - ieeexplore.ieee.org
In an NFV environment, a single physical infrastructure commonly operates multiple virtual
networks (ie, network slicing) which makes the resource management and service …

Nfv-inspector: A systematic approach to profile and analyze virtual network functions

MG Khan, S Bastani, J Taheri… - 2018 IEEE 7th …, 2018 - ieeexplore.ieee.org
Network Function Virtualization (NFV) focuses on decoupling network functions from
proprietary hardware (ie, middleboxes) by leveraging virtualization technology. Combining it …

[PDF][PDF] Monitoring and debugging using an SDK for NFV-powered telecom applications

S Van Rossem, W Tavernier, M Peuster… - IEEE NFV-SDN2016 …, 2016 - core.ac.uk
The next generation of telecom services will require an unprecedented level of flexibility and
functionality. In this 5G network context, Software-Defined-Networking (SDN) and Network …