Efficient provision of service function chains in overlay networks using reinforcement learning
Software-Defined Networking (SDN) and Network Functions Virtualization (NFV)
technologies facilitate deploying Service Function Chains (SFCs) at clouds in efficiency and …
technologies facilitate deploying Service Function Chains (SFCs) at clouds in efficiency and …
Optimal resource allocation in sdn/nfv-enabled networks via deep reinforcement learning
Software-Defined Networking (SDN) and Network Functions Virtualization (NFV) are two
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …
emerging paradigms that enable the feasible and scalable deployment of Virtual Network …
[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) …
Environment-adaptive sizing and placement of NFV service chains with accelerated reinforcement learning
M Nakanoya, Y Sato… - 2019 IFIP/IEEE symposium …, 2019 - ieeexplore.ieee.org
As network function virtualization spread, network service providers have been able to
deliver various networks flexibly and rapidly. In particular, products and services that build …
deliver various networks flexibly and rapidly. In particular, products and services that build …
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 …
Service function chain embedding meets machine learning: Deep reinforcement learning approach
Y Liu, J Zhang - IEEE Transactions on Network and Service …, 2024 - ieeexplore.ieee.org
With the emerge of the network function virtualization (NFV) and software-defined network
(SDN), the SDN/NFV-enabled network has been recognized as one of the most promising …
(SDN), the SDN/NFV-enabled network has been recognized as one of the most promising …
Resource aware chaining and adaptive capacity scaling for service function chains in distributed cloud network
J Zu, G Hu, Y Wu, D Shao, J Yan - IEEE Access, 2019 - ieeexplore.ieee.org
With the development of network technology such as software-defined network (SDN) and
network function virtualization (NFV), Internet service providers (ISPs) are increasingly …
network function virtualization (NFV), Internet service providers (ISPs) are increasingly …
Scalable orchestration of service function chains in NFV-enabled networks: A federated reinforcement learning approach
Network function virtualization (NFV) is critical to the scalability and flexibility of various
network services in the form of service function chains (SFCs), which refer to a set of Virtual …
network services in the form of service function chains (SFCs), which refer to a set of Virtual …
A reinforcement learning approach for virtual network function chaining and sharing in softwarized networks
G KIbalya, J Serrat-Fernández… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Cognizant of the ease with which softwarized functions can be dynamically scaled according
to real time resource requirements, and the fact that multiple services can have common …
to real time resource requirements, and the fact that multiple services can have common …
NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning
With the evolution of network function virtualization (NFV), diverse network services can be
flexibly offered as service function chains (SFCs) consisted of different virtual network …
flexibly offered as service function chains (SFCs) consisted of different virtual network …