A reinforcement learning approach for placement of stateful virtualized network functions
Network softwarization increases network flexibility by supporting the implementation of
network functions such as firewalls as software modules. However, this creates new …
network functions such as firewalls as software modules. However, this creates new …
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 …
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 …
Algorithms for fault-tolerant placement of stateful virtualized network functions
Traditional network functions (NFs) such as firewalls are implemented in costly dedicated
hardware. By decoupling NFs from physical devices, network function virtualization enables …
hardware. By decoupling NFs from physical devices, network function virtualization enables …
Dynamic placement of virtual network functions based on model predictive control
Dynamic placement of the virtual network functions (VNFs) is one of the promising
approaches to handling time-varying demands; when demands are small, the energy …
approaches to handling time-varying demands; when demands are small, the energy …
A reinforcement-learning self-healing approach for virtual network function placement
M Avgeris, A Leivadeas… - NOMS 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Modern networking paradigms like Service Function Chaining (SFC) allow for services to be
broken down to a series of ordered and interconnected Virtualized Network Functions …
broken down to a series of ordered and interconnected Virtualized Network Functions …
An enhanced reinforcement learning approach for dynamic placement of virtual network functions
This paper addresses Virtualized Network Function Forwarding Graph (VNF-FG) embedding
with the objective of realizing long term reward compared to placement algorithms that aim …
with the objective of realizing long term reward compared to placement algorithms that aim …
Deep reinforcement learning for dynamic reliability aware NFV-based service provisioning
HR Khezri, PA Moghadam… - 2019 IEEE Global …, 2019 - ieeexplore.ieee.org
Network function virtualization (NFV) is referred to the technology in which softwarized
network functions virtually run on commodity servers. Such functions are called virtual …
network functions virtually run on commodity servers. Such functions are called virtual …
An attention based deep reinforcement learning method for virtual network function placement
S Li, S Zhang, L Chen, H Chen, X Liu… - 2020 IEEE 6th …, 2020 - ieeexplore.ieee.org
Network Function Virtualization (NFV) decouples network functions from the dedicated
hardware and produces Virtual Network Functions (VNFs) in software. The VNFs are placed …
hardware and produces Virtual Network Functions (VNFs) in software. The VNFs are placed …
HASP: high availability SFC placement approach in data center network
Z Xu, Q Han, B Cheng, M Niu… - … 19th Int Conf on Smart City …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is a promising technology that decouples network
functions from the hardware. Virtual Network Functions (VNFs) can form service function …
functions from the hardware. Virtual Network Functions (VNFs) can form service function …