Machine learning-based method for prediction of virtual network function resource demands

HG Kim, DY Lee, SY Jeong, H Choi… - … IEEE conference on …, 2019 - ieeexplore.ieee.org
Software-Defined Networking (SDN) and Network Function Virtualization (NFV) are
paradigms that help administrators to manage dynamic networks. While SDN allows …

Elastic virtual network function orchestration policy based on workload prediction

Y Gu, Y Hu, Y Ding, J Lu, J Xie - IEEE Access, 2019 - ieeexplore.ieee.org
By separating network functions from hardware-dependent middleboxes, network function
virtualization (NFV) is expected to lead to significant cost reduction and the flexibility …

A deep learning approach to vnf resource prediction using correlation between vnfs

HG Kim, SY Jeong, DY Lee, H Choi… - … IEEE Conference on …, 2019 - ieeexplore.ieee.org
Software-Defined Networking (SDN) and Network Function Virtualization (NFV) greatly
facilitate network service management. Specifically, these new network paradigms help …

Deep learning based resource allocation for auto-scaling VNFs

YS Patel, D Verma, R Misra - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
With the advancement in Software-Defined Networking (SDN), the virtualization of network
functions (VNFs)(such as virtual firewalls, virtual routers, etc.) in the cloud often becomes …

A survey of applying reinforcement learning techniques to multicast routing

O Ashour, M St-Hilaire, T Kunz… - 2019 IEEE 10th Annual …, 2019 - ieeexplore.ieee.org
Multicast routing refers to the transmission of packets to a group of nodes identified by a
single multicast group address. It plays a critical role in supporting applications that require …

Joint optimization of delay guarantees and resource allocation for service function chaining

Y Gu, Y Ding, Y Hu - IEICE TRANSACTIONS on Information and …, 2019 - search.ieice.org
A Service Function Chain (SFC) is an ordered sequence of virtual network functions (VNFs)
to provide network service. Most existing SFC orchestration schemes, however, cannot …

Resource optimization and traffic-aware VNF placement in NFV-enabled networks

Y Yue, B Cheng, X Liu, M Wang… - 2019 IEEE 25th …, 2019 - ieeexplore.ieee.org
Although network function virtualization (NFV) is a promising approach for providing elastic
network functions, it faces several challenges. A critical but difficult issue for the service and …

Monitoring and identifying bottlenecks in virtual network functions service chains

RJ Pfitscher - 2019 - lume.ufrgs.br
Network functions perform an important role in the communication between clients and
endservices in computer networks. These functions, traditionally provided by hardware …

[图书][B] Learning Augmented Optimization for Network Softwarization in 5G

X Cheng - 2019 - search.proquest.com
The rapid uptake of mobile devices and applications are posing unprecedented traffic
burdens on the existing networking infrastructures. In order to maximize both user …