Topology-aware prediction of virtual network function resource requirements
Network functions virtualization (NFV) continues to gain attention as a paradigm shift in the
way telecommunications services are deployed and managed. By separating network …
way telecommunications services are deployed and managed. By separating network …
A connectionist approach to dynamic resource management for virtualised network functions
Network Functions Virtualisation (NFV) continues to gain attention as a paradigm shift in the
way telecommunications services are deployed and managed. By separating Network …
way telecommunications services are deployed and managed. By separating Network …
Machine learning for dynamic resource allocation in network function virtualization
S Schneider, NP Satheeschandran… - 2020 6th IEEE …, 2020 - ieeexplore.ieee.org
Network function virtualization (NFV) proposes to replace physical middleboxes with more
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
flexible virtual network functions (VNFs). To dynamically adjust to ever-changing traffic …
Leveraging deep reinforcement learning with attention mechanism for virtual network function placement and routing
The efficacy of Network Function Virtualization (NFV) depends critically on (1) where the
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
virtual network functions (VNFs) are placed and (2) how the traffic is routed. Unfortunately …
Machine learning for performance-aware virtual network function placement
With the growing demand for data connectivity, network service providers are faced with the
task of reducing their capital and operational expenses while simultaneously improving …
task of reducing their capital and operational expenses while simultaneously improving …
[HTML][HTML] Edge intelligence for service function chain deployment in NFV-enabled networks
MA Khoshkholghi, T Mahmoodi - Computer Networks, 2022 - Elsevier
With evolution of network function virtualization (NFV), network services can be provided as
service function chains (SCs), each consisting of multiple virtual network functions (VNFs) …
service function chains (SCs), each consisting of multiple virtual network functions (VNFs) …
Deep reinforcement learning for topology-aware VNF resource prediction in NFV environments
Network Function Virtualisation (NFV) has emerged as a key paradigm in network
softwarisation, enabling virtualisation in future generation networks. Once deployed, the …
softwarisation, enabling virtualisation in future generation networks. Once deployed, the …
A deep reinforcement learning approach for VNF forwarding graph embedding
PTA Quang, Y Hadjadj-Aoul… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and service orchestration simplify the deployment and
management of network and telecommunication services. The deployment of these services …
management of network and telecommunication services. The deployment of these services …
MAPLE: A machine learning approach for efficient placement and adjustment of virtual network functions
As one of the many advantages of cloud computing, Network Function Virtualization (NFV)
has revolutionized the network and telecommunication industry through enabling the …
has revolutionized the network and telecommunication industry through enabling the …
Joint optimization of service function chaining and resource allocation in network function virtualization
Network function virtualization (NFV) has already been a new paradigm for network
architectures. By migrating NFs from dedicated hardware to virtualization platform, NFV can …
architectures. By migrating NFs from dedicated hardware to virtualization platform, NFV can …