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 …
A-DDPG: Attention mechanism-based deep reinforcement learning for NFV
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 …
Combining deep reinforcement learning with graph neural networks for optimal VNF placement
P Sun, J Lan, J Li, Z Guo, Y Hu - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) technology utilizes software to implement network
function as virtual instances, which reduces the cost on various middlebox hardware. A …
function as virtual instances, which reduces the cost on various middlebox hardware. A …
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 …
Drl-sfcp: Adaptive service function chains placement with deep reinforcement learning
Network function virtualization (NFV) is a promising paradigm that network functions can be
deployed on commodity servers instead of dedicated servers to enhance the resource …
deployed on commodity servers instead of dedicated servers to enhance the resource …
[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) …
Optimal VNF placement via deep reinforcement learning in SDN/NFV-enabled networks
The emerging paradigm-Software-Defined Networking (SDN) and Network Function
Virtualization (NFV)-makes it feasible and scalable to run Virtual Network Functions (VNFs) …
Virtualization (NFV)-makes it feasible and scalable to run Virtual Network Functions (VNFs) …
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 …
Online fault-tolerant VNF chain placement: A deep reinforcement learning approach
W Mao, L Wang, J Zhao, Y Xu - 2020 IFIP Networking …, 2020 - ieeexplore.ieee.org
Since Network Function Virtualization (NFV) decouples network functions (NFs) from the
underlying dedicated hardware and realizes them in the form of software called Virtual …
underlying dedicated hardware and realizes them in the form of software called Virtual …
Priority-awareness VNF migration method based on deep reinforcement learning
H Qu, K Wang, J Zhao - Computer Networks, 2022 - Elsevier
By decoupling the software function on hardware devices, Network Function Virtualization
(NFV) provides a new service architecture named Service Function Chain (SFC), which …
(NFV) provides a new service architecture named Service Function Chain (SFC), which …